{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The Evidence Approximation\n",
    "\n",
    "Hyperparameter selection for a bayesian linear model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from branca.colormap import LinearColormap\n",
    "from numpy.random import randn, seed, uniform\n",
    "from numpy.linalg import inv, norm, det, eigvals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = \"retina\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating the Sinusoidal Synthetic Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 248,
       "width": 603
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seed(1643)\n",
    "\n",
    "nsteps = 200\n",
    "x = np.linspace(0, 1, 200)\n",
    "t_true = np.sin(2 * np.pi * x)\n",
    "\n",
    "precision = 1 / 0.15\n",
    "N = 25\n",
    "x_train = np.linspace(0, 1, N) + uniform(size=N) / 7\n",
    "t_train = np.sin(2 * np.pi * x_train) + randn(N) / precision\n",
    "\n",
    "fig, ax = plt.subplots(1, 1, figsize=(10, 4))\n",
    "ax.plot(x, t_true)\n",
    "ax.scatter(x_train, t_train, edgecolors=\"tab:red\", c=\"None\", s=50);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The Setting\n",
    "\n",
    "Consider a probabilistic model with basis function $\\phi$ and a training dataset $({\\bf t}, {\\bf x}) = \\{(t_n, {\\bf x}_n)\\}_{n=1}^N$. The predictive distribution, considering a model of the form $t \\sim \\mathcal{N}\\left(y({\\bf x}, {\\bf w}), \\beta^{-1}\\right)$ is given by\n",
    "\n",
    "$$\n",
    "    p(t | {\\bf t}, {\\bf x}, M_i) = \\int\\int\\int p(t, \\alpha, \\beta, {\\bf w} | {\\bf t}, {\\bf x}, M_i) \\ d{\\bf w} \\ d\\alpha  \\ d\\beta\n",
    "$$\n",
    "\n",
    "With priors\n",
    "$$\n",
    "    p({\\bf w} | \\beta) = \\mathcal{N}({\\bf w} | {\\bf 0}, \\alpha^{-1}\\bf{I})\n",
    "$$\n",
    "$$\n",
    "    p(t | {\\bf w}, \\beta) = \\mathcal{N}(t | \\Phi {\\bf w}, \\beta^{-1})\n",
    "$$\n",
    "\n",
    "Then,\n",
    "\n",
    "$$\n",
    "\\begin{align}\n",
    "    p(t | {\\bf t}) &= \\int\\int\\int p(\\alpha, \\beta | {\\bf t}) p({\\bf w} | \\alpha, \\beta, {\\bf t}) p(t|\\alpha, \\beta, {\\bf w}) \\ d{\\bf w} \\ d\\alpha  \\ d\\beta\\\\\n",
    "    &= \\int\\int\\int p(t|\\beta, {\\bf w}) p({\\bf w} | \\alpha, {\\bf t}) p(\\alpha, \\beta | {\\bf t}) \\ d{\\bf w} \\ d\\alpha  \\ d\\beta \\\\\n",
    "\\end{align}\n",
    "$$\n",
    "\n",
    "Since this last integral is analytically intractable, consider\n",
    "\n",
    "$$\n",
    "    p(\\alpha, \\beta | {\\bf t}) \\propto p(\\alpha, \\beta) p({\\bf t} | \\alpha, \\beta)\n",
    "$$\n",
    "\n",
    "Assuming a noninformative prior, i.e., $\\alpha$ and $\\beta$ are uniformly distributed and that there exists $\\hat \\alpha$, $\\hat \\beta$ that maximizes the posterior, to maximize $p(\\alpha, \\beta | {\\bf t})$ suffices to maximize the *evidence* $p({\\bf t} | \\alpha, \\beta)$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For a given model $M_i$, the log-evidence function is given by\n",
    "$$\n",
    "    \\log p({\\bf t} | \\alpha, \\beta) = -\\frac{N}{2} \\log 2\\pi + \\frac{N}{2}\\log\\beta + \\frac{M}{2}\\log\\alpha - \\frac{1}{2}\\log |{\\bf S}_N^{-1}| - E({\\bf m}_N)\n",
    "$$\n",
    "\n",
    "Where\n",
    "* ${\\bf S}_N^{-1} = \\alpha {\\bf I} + \\beta \\Phi^T\\Phi$\n",
    "* ${\\bf m}_N = \\beta S_N \\Phi^T {\\bf t}$\n",
    "* $E(m_N) = \\frac{\\beta}{2}{||{\\bf t} - \\Phi m_N||}^2 + \\frac{\\alpha}{2}m_N^Tm_N$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Hence, our predictive distribution takes the form\n",
    "\n",
    "$$\n",
    "    p(t | {\\bf t}) = \\int p(t|\\hat \\beta, {\\bf w}) p({\\bf w}|\\hat \\alpha, {\\bf t}) d{\\bf w}\n",
    "$$\n",
    "\n",
    "where $\\hat \\alpha$, $\\hat \\beta$ was found maximizing the *log-evidence*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluating the Evidence Function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gaussian_kernel(x, mu, s): return np.exp(-(x - mu)**2 / (2 * s ** 2))\n",
    "\n",
    "def gaussian_design_matrix(x, mus, s, bias=True):\n",
    "    \"\"\"\n",
    "    Create an N x (M + 1) desig matrix (if bias == True)\n",
    "    with Gaussian basis functions\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mus: numpy.ndarray(M, 1)\n",
    "        Centres of the gaussian basis functions\n",
    "    x: numpy.ndarra(N, 1)\n",
    "        A 1-dimensional input vector\n",
    "    s: float\n",
    "        The scale term\n",
    "    bias: bool\n",
    "        Whether to include a bias term\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    Phi: numpy.ndarray(N, (M + bias))\n",
    "    \"\"\"\n",
    "    Phi = gaussian_kernel(x[:, np.newaxis], mus[np.newaxis, :], s)\n",
    "    if bias:\n",
    "        r, _ = Phi.shape\n",
    "        onevect = np.ones(r)\n",
    "        Phi = np.column_stack((onevect, Phi))\n",
    "    return Phi\n",
    "\n",
    "def polynomial_design_matrix(x, powers, bias=True):\n",
    "    \"\"\"\n",
    "    Create an N x (M + 1) desig matrix (if bias == True)\n",
    "    with Gaussian basis functions\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    mus: numpy.ndarray(M, 1)\n",
    "        Centres of the gaussian basis functions\n",
    "    x: numpy.ndarra(N, 1)\n",
    "        A 1-dimensional input vector\n",
    "    s: float\n",
    "        The scale term\n",
    "    bias: bool\n",
    "        Whether to include a bias term\n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    Phi: numpy.ndarray(N, (M + bias))\n",
    "    \"\"\"\n",
    "    Phi = np.column_stack((x ** p for p in powers))\n",
    "    if bias:\n",
    "        r, _ = Phi.shape\n",
    "        onevect = np.ones(r)\n",
    "        Phi = np.column_stack((onevect, Phi))\n",
    "    return Phi\n",
    "\n",
    "\n",
    "def posterior(Phi, t, alpha, beta):\n",
    "    \"\"\"\n",
    "    Compute the posterior mean and covariance matrix\n",
    "    for a set of weights with prior an isotropic gaussian.\n",
    "    \n",
    "    Parameters\n",
    "    ----------\n",
    "    Phi: numpy.ndarray (N, M)\n",
    "        An N x M design matrix\n",
    "    t: numpy.ndarray (N,)\n",
    "        The training dataset\n",
    "    alpha: float\n",
    "        The prior \n",
    "    beta: float \n",
    "    \n",
    "    Returns\n",
    "    -------\n",
    "    mN: numpy.ndarray(M, 1)\n",
    "    SN: numpy.ndarray(M, M)\n",
    "    \"\"\"\n",
    "    SN_inv = alpha + beta * Phi.T @ Phi\n",
    "    mN = beta * inv(SN_inv) @ Phi.T @ t[:, np.newaxis]\n",
    "    return mN, SN_inv\n",
    "\n",
    "\n",
    "def log_evidence(M, alpha, beta, s=0.5):\n",
    "    \"\"\"\n",
    "    Compute the log-evidence for a design matrix\n",
    "    with gaussian basis functions\n",
    "    \"\"\"\n",
    "    mus = np.linspace(0, 1, M)\n",
    "    Phi = gaussian_design_matrix(x_train, mus, s, bias=True)\n",
    "    mN, SN_inv = posterior(Phi, t_train, alpha, beta)\n",
    "    \n",
    "    E_mN = beta / 2 * norm(t_train[:, np.newaxis] - Phi @ mN) ** 2 + alpha / 2 * mN.T @ mN\n",
    "    log_ev = N / 2 * np.log(beta) + M / 2 * np.log(alpha) - \\\n",
    "             1 / 2 * np.log(det(SN_inv)) - E_mN - N / 2  * np.log(2 * np.pi)\n",
    "    return np.asscalar(log_ev)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Computing the log-evidence for a linear regression model with $M$ Gaussian basis functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 268,
       "width": 638
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "alpha, beta = 0.01, precision + 1\n",
    "s = 0.2\n",
    "models = [1, 2, 3, 4, 5, 6, 7, 8]\n",
    "\n",
    "evidences = [log_evidence(M, alpha, beta, s=s) for M in models]\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "plt.plot(models, evidences)\n",
    "for m, ev in zip(models, evidences):\n",
    "    plt.text(m, ev, f\"{ev:0.2f}\", horizontalalignment=\"left\")\n",
    "plt.grid(alpha=0.7)\n",
    "plt.xlabel(\"$M_i$ (Number of basis functions)\", size=15)\n",
    "plt.ylabel(r\"$\\log\\ p({\\bf t} | \\alpha, \\beta)$\", size=15);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the various model hypothesis for a given $\\alpha$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 306,
       "width": 771
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 5))\n",
    "plt.scatter(x_train, t_train, c=\"None\", s=50, edgecolor=\"tab:red\")\n",
    "cmap = LinearColormap([\"crimson\", \"gray\", \"black\"])\n",
    "for i, M in enumerate(models):\n",
    "    mus = np.linspace(0, 1, M)\n",
    "    Phi = gaussian_design_matrix(x_train, mus, s)\n",
    "    mN, SN_inv = posterior(Phi, t_train, alpha, beta)\n",
    "    x_in = np.linspace(0, 1, 50)\n",
    "    phi_x = gaussian_design_matrix(x_in, mus, s, bias=True)\n",
    "    linestyle = \"--\" if M != 4 else \"-\"\n",
    "    alpha = 0.6 if M != 4 else 1\n",
    "    linewidth = 1 if M != 4 else 2.5\n",
    "    plt.plot(x_in, (mN.T @ phi_x.T).ravel(), label=f\"M={M}\",\n",
    "             linestyle=linestyle, alpha=alpha,\n",
    "             linewidth=linewidth,\n",
    "             c=cmap((i + 1) / len(models)))\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Maximizing the Evidence Function\n",
    "With the log-evidence function, for a given model $M_i$, it can be show that $\\alpha$ and $\\beta$ that maximize the evidence function are given by\n",
    "\n",
    "$$\n",
    "    \\alpha = \\frac{\\gamma}{{\\bf m}_N^T {\\bf m}_N} \\qquad \\frac{1}{\\beta} = \\frac{1}{N - \\gamma}\\sum_{n=1}^N \\left(t_n - {\\bf m}_N^T \\phi({\\bf x}_n) \\right)^2\n",
    "$$\n",
    "\n",
    "With\n",
    "$$\n",
    "    \\gamma = \\sum_i \\frac{\\lambda_i}{\\alpha + \\lambda_i}\n",
    "$$\n",
    "\n",
    "Where\n",
    "\n",
    "* $\\{\\lambda_i\\}_i$ are the eigenvalues of the matrix $\\beta\\Phi^T\\Phi$"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following procedure re-estimates $\\hat\\alpha$ and $\\hat\\beta$ until a certain tolerance is reached. \n",
    "\n",
    "**Note**: If $M > N$, it seems that values of $\\alpha$ fluctuate around certain value, whereas values for $\\beta$ oscilate in a disproportionate way."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "alpha, beta = 0.01, -.5\n",
    "\n",
    "## Model selection ##\n",
    "M = 10 # gaussian basis functions + bias term\n",
    "mus = np.linspace(0, 1, M)\n",
    "Phi = gaussian_design_matrix(x_train, mus, s)\n",
    "N = Phi.shape[0]\n",
    "\n",
    "delta_alpha, delta_beta = np.inf, np.inf\n",
    "tol = 2e-5\n",
    "alpha_hist, beta_hist = [], []\n",
    "phi_eigs = eigvals(Phi.T @ Phi)\n",
    "mN, SN_inv = posterior(Phi, t_train, alpha, beta)\n",
    "while delta_alpha > tol and delta_beta > tol:\n",
    "    # Update eigenvalues of the matrix\n",
    "    lambdas = phi_eigs * beta\n",
    "    gamma = (lambdas / (lambdas + alpha)).sum()\n",
    "    # Update model parameters\n",
    "    mN, SN_inv = posterior(Phi, t_train, alpha, beta)\n",
    "    # Compute new hyperparams\n",
    "    new_alpha = gamma / np.asscalar(mN.T @ mN)\n",
    "    new_beta = (Phi.shape[0] - gamma) / ((t_train[:, np.newaxis] - Phi @ mN) ** 2).sum() \n",
    "    # Compute the percentual change in hyperparams\n",
    "    delta_alpha = np.abs(new_alpha / alpha - 1)\n",
    "    delta_beta = np.abs(new_beta / beta - 1)\n",
    "    # Update alpha, beta\n",
    "    alpha, beta = new_alpha, new_beta\n",
    "    alpha_hist.append(alpha)\n",
    "    beta_hist.append(beta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 210,
       "width": 986
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(15, 3))\n",
    "ax.plot(alpha_hist, label=r\"$\\alpha=$\" f\" {alpha:0.2f}\")\n",
    "ax2 = ax.twinx()\n",
    "ax2.plot(beta_hist, c=\"tab:orange\", label=r\"$\\beta=$\" f\"{beta:0.2f}\", linewidth=1, alpha=0.6)\n",
    "ax.legend(loc=\"lower right\")\n",
    "ax.set_ylabel(r\"$\\alpha$\", fontsize=15)\n",
    "ax2.legend(loc=\"upper right\")\n",
    "ax2.set_ylabel(r\"$\\beta$\", fontsize=15)\n",
    "ax2.set_ylim(-100, 100)\n",
    "plt.title(r\"$\\alpha-\\beta$ estimation\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 302,
       "width": 771
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(13, 5))\n",
    "phi_x = gaussian_design_matrix(x_in, mus, s, bias=True)\n",
    "stdev = 1 / beta + np.diag(phi_x @ inv(SN_inv) @ phi_x.T)\n",
    "mu = (phi_x @ mN).ravel()\n",
    "\n",
    "plt.plot(x_in, np.sin(2 * np.pi * x_in), label=\"True\")\n",
    "plt.plot(x_in, mu, label=\"maximized\", c=\"tab:orange\")\n",
    "plt.fill_between(x_in, mu - 2 * stdev, mu + 2 * stdev, alpha=0.15, color=\"tab:orange\")\n",
    "plt.scatter(x_train, t_train, c=\"tab:gray\")\n",
    "plt.grid(alpha=0.5)\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Cross-Validation for the hyperparameters\n",
    "\n",
    "There exists an apparent instability of the system of equations required to solve for $\\hat\\alpha$ and $\\hat\\beta$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "M = 10\n",
    "mus = np.linspace(0, 1, M)\n",
    "Phi = gaussian_design_matrix(x_train, mus, s)\n",
    "\n",
    "Ncv = 5\n",
    "x_cv = np.linspace(0, 1, Ncv)\n",
    "t_cv = np.sin(2 * np.pi * x_cv) + randn(Ncv) / precision\n",
    "Phi_cv = gaussian_design_matrix(x_cv, mus, s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "top, bottom, step = 1, 0.1, 0.01\n",
    "nvals = int((top - bottom) / step)\n",
    "\n",
    "ab_mat = np.mgrid[bottom:top:step, bottom:top:step]\n",
    "#ab_mat.reshape(2, -1).T.reshape(200, 200, 2).T[::-1]\n",
    "coefs = ab_mat.reshape(2, -1).T\n",
    "errs = []\n",
    "for ai, bi in coefs:\n",
    "    mN, SN = posterior(Phi, t_train, ai, bi)\n",
    "    err = norm(Phi_cv @ mN - t_cv[:, np.newaxis]) ** 2\n",
    "    errs.append(err)\n",
    "\n",
    "errs = np.array(errs).reshape(nvals, nvals, 1).T[::-1][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 367,
       "width": 414
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(7, 6))\n",
    "plt.contourf(*ab_mat, errs, cmap=\"inferno\", levels=100)\n",
    "plt.colorbar();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Loss for fixed $\\\\alpha$ and varying $\\\\beta$')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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B8Ko6svGC2UtF5A/q+I8f/BIbYqNzdILb9sM68roRIWRX8vlltXgh4QpVnamSNhnu65oGhxQ8HcDfI8xzU+/xba0jzc/qSOOv1zKPuQ1ynoAg9Dw/Wj8X5R5vAOJn5cdGX3OoIXw0sc5X0jdcEZWhG8CzRWSrqh5MpHkOSl4xP1LVH6NxrLV9ZFDePm6sIz+bO6mR7cP39z8CAFX9mYj0ILwPPADAqQheRCZSPxrAt0TkJB/ukhBCCCGkFVAcOvS4ByH+9FNaXZAG83IAfTXSPBTAZ6P1b6nqb5tbpGUcGX3uQXjp+y5C/Ps2BKPF66M0L0G4tqqNLlwJD6+x/c4q2/YjhKS4CcBdCLHQlxDK+XSEl9w+AJeJyAFV/c+UPPwLlCKM4tuDdKGsIiJyIYC3RV/3Ang3SiOJHwPgTQCOAPAZETk7Cg9yqDGIkjD0fYTRpjcjvNxuA/BchJAwAwCuFJHpCnVOCCGtZghAh/teb4ik3W49acx8HYLw8ZAo73OiRUXkVoT76jcAfLVG6KJG5dMMmlFvSQ6spEAbAVW9U0RejXKPiiKAl6jqZLX/Sphnyg+6eMkqijDi1odQ8loCwrNcVVR1SkSyKIW2WytnuvVaA2KShuyLGlQGiMgrEObUWamxPG0QTJJsHWmW3HpHYttGOE8A8DWE57gtAB4iIo9U1aQIcy5KdfjVam26yXVed9+gquMi8gWEsncCeDGA9yWS+fnPGuk1BKy9fQwmfru3VmaqOtOE9pHmOYTo3rOAcE5uBPAhEXk5gE9GSY5DuG81ul4JIYQQQlYExaFDg79BMO7fpKr7JExQWk0QOORQ1ZrHIyLeGLCqsBFSmqB7NZNz34oQP/oLqlpIbLsh8hj6PoDfAXCOiHxEVb+7mnJ6VPXntVOlcgeAI6qEs7laRC5B8HTpQBgJmSZUTAP4a5Ta4EQUyu6alLSpiMiRKBkz9gB4lKrucUl+KCKfQ3h5uh+AD4vIyZUmx93AFAF8DqF9/TJl+zdE5D8RDEFtAD4oIsdt0DkzCCGbm2RInNk6/+fTlRkzVXW/iDwKYTDFnyD090Awkh4fLX8CYEJE3gXg3Sn324bl0yQaXm9JVHW+2vYNzP7E99+ivtH+teZgqgf/zpM8R/WO3J9FA4zKIvIghMEwQDB+1/KI8SJCw7yGROR4AP/i8v8pgmhxPYKoOe3FVQmhrF8Wfa0ZmrwBzzYtPU9G5Nl3FYALop/OxXIPnbpCyq1Dna+0b7gEpbK/Ak4ciryhzMtvHvWFbaubw6V9oFwcqupZpaqXisizATw7+ukUUBwihBBCSIvhnEOHAKr6dlX9iqpu2vByUegAe3mZQeVwaU1DVZ+hqp+rZGCKQjG83v30/LR064WqFmu9eKnqjQC+FX09ORqdm0wzpqp/p6rfiCbOXg0vQphHAQDenhCGbD+/BfD26OuJCPH4DylU9Qeq+sIKwpCl+RJK7fdYlIejIISQjUIyzFUt7960dNPJjao6o6oXI4T5MoHniwB8OKMRhAm7vxCFllpGo/JpAk2pt0MdEdkC4PLEz0cB+Kc6/p4U2IZVVVa4nOn+nzxHvXUeRr3nshYPceu3q2quRno/10rSs2MtvA4l0exrAE5R1Q+q6s2qeiDF664ez5VG0urz5PGCz4tEpM2+iMgjEKIbAMAEgK9WyWdD1XkkNN4afX14JLobL0fJVvCFWh5+LSDZL6x7+4j6NQtZeUBVa3ovwXkXEUIIIYRsBCgObTJEpF1EzheRr4nIHhHJichBEfmOiLxWRLpbXcYKPBGlsG6f38Dxma9168e2qhArxL9cdVVMtTb8y2a1MGp+joWq4pqI7BKRd4rIj0RkQkQWRORuEfmsiJxV7b8bAO91dai0E0LI5iKL8pA+aZOBp3F/t56cvyImGsBws6r+k6o+B8AOhPkYvuiSPRvA86rtrFH5NJCm1tshzCcA7IzWf4PSPDoXiMgzq/0xMkp7AeW4NZYlC8DPC1nzHInIIBrjwQSEOUiMqsZkERkF8Eb303iDygCUz/30VlVdqpgycP8a2xtNq89TjKp+H8EjHwjt+Gy3+cVu/aoac45uxDr/uFs/H4jnezrP/b4RvVuSfe2uSgmNaBBcI9tHaki5Gmx3679uYFkIIYQQQlYFxaFNhIgcC+AnCC8BT0V4uelEiKH9eADvBfBTEVnrS3czeKlbX1VIuXXCx0bf8CHRRGQ7Si+4B5s4kfeoW6/mAee3nVEpkYicj/BCdSHCi9kwgrB1FIAXAPi2iHxcRDZq6Ewvwm34dkII2XxEnqf/6356TK3/RH3uqe6nukdIRyLP9xHmZvsvt+lZ9ebRyHxWy3rX26GAiLwKpTBKcwCegeDRZXxCRI5Y9sdyfPi531tLeaJz9FP302l1/O1UNG4Sez8Qq5qQAIS5Gv18SY0Mj3g/t/6LaglFZAjACQ3cd002wHlK4sOqnQvEkQ1e5H6vGFIuYiPW+eUoia/niEgvgCehJEzdBuC6dSjHiohCT//M/XRqpbSOR6Kx7aPukHIOP4Dt2sYVhRBCCCFkdVAc2iSIyE6E+XAeihCu5D0IAtHJCA+p70R4YT8OwNejF5INQTTK6znR17uxsR+kvaBxa8VUK0BEvikiYyKyKCL7ReRaEblQREZq/zs1vy4ReYCI/DGAH6BkdHh/I8pbAe+dVK1t+W3HRC+oZbiJfHsA/BzAaxBGiZ+MMDL8a1HS8wH8wxrK3Ewa3k4IIaQJfNutv6yO0GzPQhhwAoSJuK9f6Q4jg7APy7RjpXk0Mp9Vsu71tlERkQejPHTc61T11wjzEJrgsw3AZTXq6Stu/YIGeLp7D94XV0xV4mW1k9RN3q3fr1IiETkBwKur/Het+MEptUJyvRJhfsr1ppXnKckVbv25ItKDMMDKzuFdCPN4VmPD1XkUFvvq6Osgguf+K1yST27guTGvdet/VEf6c2snWRFeHLq9VmIReTxKIQhvR/lAAkIIIYSQlkBxaPNwCYJh5B4AJ6nqG1T166r6Y1W9VlXfgmBgnwXwQABvaGFZkzwPpfjQV2zUF5Ro9OCF7qfPNSjrJyF43nQgGFDOQBDz7ogmNa2nbGeKiIqIIhie7kBoExbS7NMA3t2g8qZxi1uv6BEE4AluXZAIESEiRwH4YPT1cgCPUNUPqer3o7b876r6dADviNK8VkR+Z41lbygiciKAp0dff1FtfiJCCGkxH0PJmHkygD+plDAaVPIu99NnVDXrtg+ISOfyf6biw0cdSOynIfk0mYbV26GMiHQgeFuYEfxLqnoJAKhqHsFQa/PK/B6Av6iS3b8AsDlPdgH4cL3zSInIVj9HTMQn3fppIlLRaCwij0F9hud6+Y1bP0FEjknZZw+AS7FcHFg2N+QauMOtV3yejCIKvL3S9ibTyvNURiRq3hx9HUAQdX15Pl3HO8pGrfOPufW/QGlQXgHAZetYjpVyqVt/gog8p1LC6Pn75Q3ev5839LXV7k3RYMcPuZ8+sFHfaQkhhBCyuaA4tAkQkd9FCOEBAH+uqnekpVPVHwP45+jrK9LStIhDJaTc61AKaXC1qt5cLXEd/AzA3wJ4JkIYhNMQRkR+I9o+jDDJ9lPXsI/dAH5fVV9cx4TIa+FLbv1taSN+o9/elvg5ORHvXyAYmfYAuCAyLqXxdgC/RejjXlohzbojIl0IXk9mpHpLC4tDCCFVUdXbEYzyxodE5M+iwRAxUdjab6A04GAK4f7leSSAu0TkYhF5WNr+RKQtMv6+xv38tUSyRuXTNBpcb4cyf4cgjgHAXgRPiBhVvQ3lgtDfi8jD0zKKBLPXuZ9eDuDLIvKQtPQSOF1EPoTg0dGTyO9WlHuCfDxNeBCRJyI8w2RQPr/JWrgepTBeGQCXR3Pl2D63RPu0uvMeCY0UP7w31j+JyLJwfdHxX4vwPDab3N5sWnye0vBh416JEL4ybVslNmqdX4OSaHkySuGPv6aqe9epDCtGVX+O8sF4V4jIsjlLReSxCPeANtQO5VgXUXQDPwDtYQjRN45MSfswAN9CKUzgTwB8uBHlIIQQQghZKxt1Pg7SWHyc969WSwjgOwDeBOB+InKUqt7T1JLVQER2ATgz+npDNGpvwyEiZwD4++jrfgB/usYs36eqF6X8/kMAn4ri938U4SXn4yLyIFWdr5LfTQDM4NKFMJr6WQBeAuBSEXmrqjZtsllV/aGI/Ee0zxMBXCcib0EpdM7pCN4+JyK8tNnIu55EVtaWv6yqC1X2lxeR6xFCY5zemKNoCB8CcEq0frmq/kcrC0MI2TRcICJ/sIL0b3P90xsQ+q1HITw3fgjAhSLyPQSvj2MRvD5N9M4DOF9V70zJ9wiEQQBvE5F9CHM03Bf95wgE4WenS/9dAP/WxHyaSSPr7ZBDRM4G8ProqwI4LwpfVYaqfjIa5PJ8hOeTK0XkUWn3eFW9TEQeCOCt0U9PB/A0Efk5QpjZKQRP8yNRmo+wGq9DeEZ4EMI8QP8qIm8HcAOCx8SJKIWNeh+CN8X9U/JZEao6JiKfRmkg1hMA3C4i/4XgKfRklEL+fhdhwIuFKnyliAwjzNH4hmrPQnXwXoQQvNui/X1dRH4E4JcI5+xkBIM3EObv2o/w3LjetOQ8VeAzAP4R4Zp+kvv9R6p6S/pfytiQda6qKiIfx/JwzB9v9r4bwGsQBucdg3D9XyUiv0IIW5lHeP+xZ+9/QohIYe1jLfN+noBS/22cBWC3iHwHYQBeG4DfRTiv5ul4N4A/qDLAjRBCCCFkfVFVLofYgvDwq9FyWR3pr3bpV7I8KpHPk1aZT3I5ZgXHeqH73wV1pD+vEWVc4fl4GIDx6L8LAM5Yp3bwMVfmc1eZxxOjMiuCMbDe/53p9n1Rnf8ZRhCDqtX9jQghROz7ie7/Q6s8n79IKcu/NqCdXLvCun6z++/NAPrWo51w4cJlcy4II89X27+dl8irH8Bn6/jfHgBPrVCeRyOM6K+3DFcBGGhWPquoz/NcnpfV+Z8115vLa1XPKM06PgTDp6U/JrFtFMC9bvv7auQ1ghD22NJ/oEb6FyB4B9fbBn4IoKtCXkcB+FGN/38SYdBKxWNeRX33R+Wqtt//QpgDJoPgTe633deg8346QsjFauW4GuEZ7DL323kV8ltRO0V5P3VmlXQtOU8VyvKfKft+3aFS51XKtR1hgJbltxdA+wr+X7Pem9g+HpByjSSXjyGIr77vGFlDff2py+c3NfZty5cB3K/RbZILFy5cuHDhwmUtC8PKbQ62r/J/tSZKXQ9stFwOwcCyoRCRByCEhBlBGL14jqpet0679yFrzlhNBqr6LQDvj76+vVJ4lkagqpMI5XwdwghJz30IoXQej2AIMSbc+iHbjiNPL5sH6VcIRsB1D89CCCGrQVVnVPWFAB4D4CMI88hlEQyJexDug/8HwHGq+p8V8vghQj/+AgAfQPCI2INwf88jDLK4CWFeuUer6h+q6nSz8lkPGlFvhyiXIHjvAMGj56+qJVbVCYQQsDaK/zXVQuaq6ucQ5sc8D8GT4zaEei0geA/dAuDfEZ43Hqyqj9YKoXM1eMifijAv1HUAxhDa0m4AXwDwNFV9hao2JBSV2+8MgMcCeDWCAXw/QvudA/ALABcBeLqqTqlqEcBTovKYl3hDJrJX1esRBjm9E+FczUXL7Qjhup6lqs/RFs+D1arzVIErEt8LCO2wLjZqnavqfoT+1LhMDxHvFg0elycjXE/fRXn7uArAU1T1j1V1CSWvPEXoL1bLI9z63yAMovw8gmfQAsIghoMIIvB7ATxSVZ+pqnvWsE9CCCGEkIYjqtrqMpAVEk1ce2f09XJVPa9G+hsQRtreiRDWq17u9AbsKLby0VXS18vt0cN5VUTkFAQDDwB8QVWXxZBO+c8wwkTFlbgUIbTAR1Al1rOGGNa19nU/hBeQB6I0om/d5kSKzoedn6+p6tNXmc9jAHw/+vp/VfUd1dJH/zkTIT45AFys6SHwauUxhGDgm0EYAavR778GcByAaQDDkVEEkXBlITveB6DeMHiLmghHKCI7EUZkroU5Vb27ViIROQfBUymDMO/B41T13jXumxBCCCGEkIYgIv0Ig7X6op9+R1V/U+UvhxwichwAeyf4lfEDkN8AACAASURBVKquelCciNyEUri6E1X1p2stHyGEEEJIK+CcQ5uDsehzB4BbVzsKTFXnANzasFLV5qVu/fJ6/hB5p0xW2i4iJqbsr0cAqpLPVgDfRBCGAOA16ykMWTEalM8Bt37/BuVZk2hEZNmoSBHZgRBTHgBuMmEoYsyt967l/GmYXLfpE+yKyLMAfApBGNoL4IkUhgghhBBCyAbjRSgJQ9cdbsJQxAvc+k0VU9VARNoR5hICgidoPfNNEUIIIYRsSBhWbnPw4+izFyGExYZHRDoQXlKAIF5smHArkcfLfwF4aPTThar6zy0oykPd+lpCFBzp1mfWkE8jOAcl0etzfoOqHkCIEw4ATxKRRoljTUFEnohwDO0IwtaTVfX21paKEEIIIYSQEtEz9WvcTx9tVVmahYjcH8Ab3E91hwJM4SEAuqP1W+qJiEEIIYQQslGhOLQ5+JJbf1PLSrEyngpgW7R+5UaJeR2FcvsqQlxrAPg7Vf2HFhXnVW59LfMc/aFb/9ka8lkTIjKI0rwEkwCuTEn2H9HnAwHUDDPYKqJQfV8C0IUQz/z3VPUXrS0VIYQQQgghy/hzACdE63chzON0yCAinxWR54lIV4XtvwfgewCGo59+BuDra9iln2+oIfN/EUIIIYS0CopDmwBVvQlh0mMAeJqIXFwtvYgcE82T0kp8SLn1DteWioh0ArgaJe+r96vqX68in/NERKPlopTtDxeRB6X81ad5FYDzo6/3ReVKpjkn8nKqls8LUBKZsiiJLw1HRHZGHmFp2wYQXkSPiH56Q4UJxN+NMMEsAHw0mpeq2j6fJiInVEvTaETkJAQBsQ9hTqinqer/rGcZCCGEEEIISUNEThGRfxSRD4jItQA+4Da/7RD0hHk0gM8DOCAi14rIZSLyURG5SkTuQhCCbE7aWQAvTYSuXileHPrJGvIhhBBCCGk5nHPoEEBEHofSPCwAsNWtP0hEzvPpVfWylGxeDuBmADsBvC0aQfVJhJFTCwC2IIwY+30AZwP4Itbmbr9qRGQEwDOirz9X1R+1ohwpfAbAU6L1bwP4hIj8bpX0i6r66yrbK/FIAB8XkWsQwun9DCEsWTtCGIMXA3hylLYA4FWqOpuSz6sAXCIiXwTwHQC/QhCA+gA8GMHz5mlRWgXwF6o6nlYgEfl9lIQbROUwTkq0wRlV/XxKNucCeIOIXI7g6bQXwCCA0wC8GsDRUbpLVfUTaeVQ1TtF5AIAlwIYBfB9EbkCwFcA3I1QR7sAnBod37EAnglgXSaJFZFjEUIO2sjEvwaQrdFO9qvq/qYXjhBCCCGEkDBfzutTfr+qBXOoNpIBAGdESxp3AHiBqq7V24fiECGEEEIOGygOHRq8EsDLKmx7LJbPI3RZMpGq7hGR0wFcBeBRCCOsHl1ln1MrL2bDeCFCOC5gg3gNRTzXrZ+N2oLDXQCOWeW+2gA8KVoqMQbgfFWt5u3TjyAmvbhKmgkAr1HVT1dJcyEqv2g9O1qMuxBG76WxAyG0YVp4wzyA9wB4S5VyQFUvE5F5AJcgiEvno+RFlaSIMEJwvXg8gO3u+3vr+M/FAC5qSmkIIYQQQgipzAKAXyO8P36getINy1kI72mPRwg9vRVh4OMiwty1/4MwkOzKBnlFneTWKQ4RQggh5JCG4tAmQlXvEpFHIxjyX4ggDu0A0IEwx8tvAFyPEFrsu60qJ4CXRJ8FANUEi8OVryGIHacjjEzbgfCCIwDGEV5Cvg7gMlWtJuKdiyAunYXgFbYDYR6nRQAHUYq3faWqTjTlSMr5d4TJW89G8OjZjhAi7l6EsIefqHdeHlX9rIh8A8CfIHi7PRTACIAlhDB7vwBwDYDPq+o9DT4OQgghhBBCDkmiKBOXtbgYDUNV70QYYPaeddrfyHrshxBCCCFkPRBVbXUZCCGEEEIIIYQQQgghhBBCyDqRaXUBCCGEEEIIIYQQQgghhBBCyPpBcYgQQgghhBBCCCGEEEIIIWQTQXGIEEIIIYQQQgghhBBCCCFkE0FxiBBCCCGEEEIIIYQQQgghZBPRMnFIRN4lIuqWMxuU74tE5L9EZK+ILIjIbhG5QkROW0EevSLyRhG5UUTGRWRGRG4RkX8UkaMbUU5CCCGEEEIIIYQQQgghhJBWIKq6/jsVORHAzQDa3c9nqeq1a8izG8BVAJ5RIUkRwEWq+rc18jkWwFcBPLhCkiyAP1LVr622rIQQQgghhBBCCCGEEEIIIa1i3cUhEckAuAHAowDsB7A92rRWcejTAP4o+noNgPcD2APg4QDeAuDYaNsfq+rHK+TRD+AmAA+JfvoYgH8DMA/gLABvBtAPYA7A6ar609WWt8pxdEVlBoADAAqN3gchhBBCCCGEEEIIIYQQQg4Z2gBsi9Z/pqq5tWbYCnHotQDeC+BWAFcjCC7AGsQhETkDgP33ywCeo6oFt30rgP8BcDSACQAPVNXJlHwuAvD26OubVPXdie2nA/gOgsfTNap69mrKWw0ROQVBoCKEEEIIIYQQQgghhBBCCPE8SlVvXmsm6zrnkIgcBcDCuv0pgMUGZf2m6LMA4NVeGAIAVT0I4K+iryMAzk8pWweAv4i+3gLgPck0qno9gE9EX88SkUeuveiEEEIIIYQQQgghhBBCCCHrR3vtJA3lwwhh2S5X1WtF5My1ZhiFgnti9PWbqnpvhaT/DmAKwCCA52K5+HMmgOFo/XJVLVbI5zIAr4rWn4vgkdRIDtjKjTfeiJ07dzY4e0IIIYQQQgghhBBCCCGEHCrs3bsXp556qn09UC1tvaybOCQiLwDwDADjAN7YwKxPBdAVrV9XKZGqLorIDQCeAuBUEelQ1SWX5PFuvWI+AG4GMAugD8DjVlfkqsReTzt37sSuXbuasAtCCCGEEEIIIYQQQgghhByCFGonqc26iEMiMgzg/dHXv1LVhihbEce79VtrpL0VQRxqB3AcgF+uNB9VzYvI7QBOSPynLkSkltpzxErzJIQQQgghhBBCCCGEEEIIqZf18hx6F4Lo8QOU5uxpFEe59Uoh5Yx7Ev/7ZeI7AMyq6mQd+ZwAYJuIdKlqrq6SLi8DIYQQQgghhBBCCCGEEELIupJp9g5E5HEAXgkgD+ACVdUG72LArc/USDvr1vsr5FMrj1r5EEIIIYQQQgghhBBCCCGEbFia6jkkIp0ALgEgAN6rqj9rwm663fpijbTew6enQj618qiVTy2OqrH9CAA3rTBPQgghhBBCCCGEEEIIIYSQumh2WLm3IMzLczeAi5u0jwW33lkjbZdbn6+QT608auVTFVWtGvpORFaSHSGEEEIIIYQQQgghhBBCyIpoWlg5EXkIgDdHX1+jqrPV0q+BabdeK8Rbn1tPho+zfOoJE1ctH0IIIYQQQgghhBBCCCGEkA1LMz2HXofghXMHgF4ReVFKmt9162eLyBHR+pdXICZ5T5xdAG6uktaHdLsnJZ9HA+gTkWFVnawjnwOqmquSjhBCCCGEEEIIIYQQQgghZEPRTHHIQq89EMBn6kj/Vrf+AAD1ikO/dOsPqZHWtucB3JaSz/NcuhvSMhCRdgDHRl9vqbOMhBBCCCGEEEIIIYQQQgghG4KmhZVbR24CsBitn1EpkYh0AjjN/qOqi4kk33PrFfMBcApKYeW+v4JyEkIIIYQQQgghhBBCCCGEtJymiUOqep6qSrUFwMXuL2e5bbtXsJ9pAN+Kvj5JRHZVSPpcAIPR+tUp268FkI3WXyYiUiGf89x6Wj6EEEIIIYQQQgghhBBCCCEblg3vOSQi54mIRstFFZL9Y/TZDuCfRaQtkcdWAP8QfZ0E8PFkBpEn0Qeir8cDeENKWU4HcH709TpVvWklx0IIIYQQQgghhBBCCCGEENJqNrw4VA+q+m0A/xZ9fRaAb4rIs0TkFBF5OcL8QUdH2y9U1YkKWb0bwK+j9XeJyL+IyFkicpqIvBnANxAEqHkAr23KwRBCCCGEEEIIIYQQQgghhDSR9lYXoIG8AiFs3NMAnBUtniKAv1XVf6mUgapOi8jTAXwNwHEA/iRaPFMAzlXV/21UwQkhhBBCCCGEEEIIIYQQQtaLw8JzCABUdV5Vnw7gXADfBLAfwCKAewBcCeBxqnpRHfncBuARAP4KwM0IYejmAPwKwHsBnKCqX2nGMRBCCCGEEEIIIYQQQgghhDQbUdVWl4E4RGQXgqCFe+65B7t27WpxiQghhBBCCCGEEEIIIYQQ0iruvfdeHHXUUfb1KFW9d615Hk5h5QghhBBCCCGEEEIIIYRscorFIorFItrb19/8PTk5icnJSQDA4OAghoeHkckcNgG8yGEExSFCCCGEEEIIIWQF5PN5LCwsoLOzE52dna0uDqmTfD6PiYkJLC4uYmBgAIODg60u0orJ5/MQEbS1tbW6KIcUxWIRCwsLUFV0d3ez/gjZ4MzOzmJsbAwLCwvo7e3F9u3b67rfqirm5uYwNTWF6elpqGr8/66urqaXe2lpCfv27cPs7Gz824EDBzA2NoaRkREMDw+3RKw61FhaWkI2m8Xg4CCfs5oMWyMhhBBCCCGEEFIHi4uLGB8fx9TUFCxEe0dHB/r6+tDb24ve3l4anTcgqorJyUkcPHgQxWIRADAzM4OpqSns2LEDHR0dLS5hdebn5zEzM4Pp6WksLS0BCO2uu7u7bOGo9OUsLCwgm81iamoqPvcA0NXVhZ6ennjZ6G2ArI5cLoepqSnkcjlkMhl0dXXF1wv76vWhWCyuqG+am5vDwYMHMT8/H/82OzuL3bt3Y8uWLRgZGUnNb2FhAVNTU5iamkKhUFiW51133VX1/40gm81i//79ZX2NUSwWMTY2hvHxcQwNDWFkZKSi6GEeT4VCIR4MsFnaa7FYxMGDB3HHHXdgbm4OO3fuxPHHH9/qYh3WcM6hDQbnHCKEEEIIIYSQjUUul4tFoVr09PTEYlF3dzdEpOHlmZ+fR6FQQE9Pz6YxGK2W+fl57Nu3D7lcLnV7JpPBjh07anoRFYtFzMzMIJvNolAoYGhoCMPDw005v6paJgjl8/m6/ucN393d3ejq6mpK+TY6+Xw+NhJXOu9JOjo60NPTg97eXvT09GzYkeqqGi/J79V+LxaLEJFNIWDn83lMT09jamoKCwsLFdMlBdaurq7UuikUClhcXERnZ2dL6m5paQnFYnFdvF7qQVWRz+dRKBRQKBTK1nO5HBYXF7G4uIilpSUsLS2hUCigs7MTw8PDGB4exsDAQEVx5+DBg2UeN2l0dXXhiCOOQHd3N5aWluJrfXFxsa7yd3V1YceOHejp6amZtt66z+fz2LdvH2ZmZgCg7Fo0oceuQ/+9u7sb/f39aG9vj+uwUCggzVbvRaJKS3t7e7yeyWQOmQEDxWIRs7OzmJ6exv79+zExMRHXgYjglFNOwcDAQItLuTFoxpxDFIc2GBSHCCGEEELIejI/P4/p6Wl0dnZicHBwxS+SCwsL8Ys/R16Tw42FhQWMjY3FBp+VkslkYqGor69vTdfI0tISxsfHMT4+joWFBYhIbFjq7+9fc/6HG/l8HgcPHkQ2m60r/cDAAHbs2LHM+FsoFJDNZjExMbFMpOns7MT27dvR19e35vIWi8W4P56ZmVk28n01WBvxy1pFD1XdkIKTqmJ2dhbZbBazs7OpxtWV0N7eHnsV9fb2orOzc83HXSgUViwumNAxPT0dh8XzBuZaS6FQKPNi6OnpwdFHH42RkRH09vau6XgaiQkOfllaWsLi4iKy2WzcB7e3t6O9vR0dHR3xuok2S0tLmJ2dxfz8PEQEmUwGIhKvt7W11TyHnZ2dscja2dmJubk5ZLPZMnFtYGAA/f39TRWKVBUzMzOYmJiIPWh6e3txxBFHNL2fLxaLscCTy+WwsLCAXC4Xiz0m+Pj2lWxn1Whra4vDeg4NDaGtrQ0zMzOYm5uLz4+qYmFhAbOzs1haWkJbWxs6OjrQ2dmJ9vZ2LC0txed+tQLIyMgItm7duuz/1pfcd999GBsbQz6fR3t7e3wvz2QyZeLP7OwsJiYmUkWdTCaDjo6OmiJ1V1cXBgYGGioA2vnr7e3F4OAgurq60NHRUVaPla4Hf3z11q9dw0tLS8jn8/G5GxwcjAWwZPq5ubm4fysWi3EowCQ7duzAwx72sBXWwOEJxaFNAMUhQgghhBCyHljYhomJifi39vZ2jI6OYmhoqOLLYKFQwNzcHGZnZzE7O1tmLO3r68Pw8DD6+vo2pPGQtI5CoRAb+vyoYgDLDNcboe3Mz89jbGys5gjmldLZ2RkLRT09PbFRLW0Utn3Oz88jm81ifn5+meGpra0No6OjscHfi0UbZZT5eqOqyGazOHDgQEVjZSaTSd3W3t6OHTt2oL+/H0tLS/GE4rWMnv39/di2bduKhZdisRgbx2ZmZuo2rq6FtrY29PX1YXR0tO42UigUMDU1hcnJSSwuLqKtrW2Z6NSqOTQsbNjU1FRdHlYisirhKJPJxN6AJiB0dHTU7K+KxSKmp6cxMTGBXC5X133WvNTGx8fjOjejfCPaSCaTwcjISGycHxwcbOj5M0+bXC6HXC4Xh3TM5/Po7u5GR0cHVDXu80zIAhDXp4ml3vOnvb0dXV1dZfW2tLQU7wdA2blNek91dHTEx2zeYSYeefycNXYsqoqenp74v3YdWX9bSyjyYq/tL23f1cRoIFy/RxxxBPr7+6vuDwih1O677z7s27cPxWIRQ0NDseeYldfuNVaHdn/23i3Nwvq/YrGIjo6O+JrK5/OxF1BnZyd6enowNzcXn+ulpSWISNwetm7div7+/mXXU3d3NwYGBuK55tLo6OjAjh070NfXh0KhgPHxcezZswfZbLZif9Ld3Y3e3l50dHRgamqqLPydp62tLfZGa29vx8LCQsW0RmdnZ3z/XlhYwMLCAjKZTNzv1CPUqCqmp6cxNjYWt9329nYMDAygra2tTPjxHkcmoHqvIxFBT08Ptm7dChGJr+ukd5itm7A4Pj4ez/fU19eHHTt2YNu2bRgcHISIxPM22nVRLBYxOTmZWj9dXV140IMehB07dtQ89s0AxaFNAMUhQgghhJD1ZX5+HgcOHEAul0NfXx+2bt26YcPJNIqFhQXs3bu3YgiO9vZ2bNmyJfYkyuVysRiUZqBO0tHRgeHh4YYbnDYih/Lk8CZMVBs9uhJUNVUAWlxcTDWypHkgNMPTYSXMzc1hbGwMc3NzFdOISBwex0KhzM3N1XVt1IuFFZudnV12nRYKhdiDwEZTj4yMYGBgoKw+Ozo6YsNlT09Pw0W3jehBMj8/j/3791cMJdXW1obe3l6ICLLZLJaWlpYZ+E20XOl1ISIYHR3F6OhoVQOeD58zOztbt7G/o6Mj9lgQkdhwaKP668U8IEQEAwMD2LJlS0WRaHFxEZOTk7HnRDXa29uXXbu+XzSRM5fLLQuBZB4g/rdqFAoFTE9PI5vNVg0b5svmRRAz0tqyWsFFRNDZ2RmLRbbe2dmJfD4fi4v5fD42tFvdd3Z2YuvWrfF91gzYY2NjmJycxMLCQtPFwv7+/thg3NfXh6GhoRUN7lBVLC4ulvWBc3NzyOVy8TkaGxvD9PQ0FhcXywz6PT09ZQZv8+pZWlrCwsJCfB0mERF0dXXF/aDVrReYkticNz60lxcjzAOlvb0d+Xw+7sutHzYxws5zV1cX+vv7MTg4GHts9vX1YWBgAH19fXH7LRaLsdBT6XiMfD4fe8/4Y7XjFJF4AE53d/cyrxcr79LSErLZLPbt24e9e/fiwIEDcRs3r5GOjo5lfZQJAl4csM/V9vPFYhELCwtl9zARKfNMst/M66RYLMb9QF9fH7q6uuL09ryV1r92dXXF52N0dBTbtm0ruydWCy+a9JIyTIyysHJ+8Eoul8P8/HzcJuycm9eb9WkeS2uDPtKeF6zO8vl8nN7Xvw8dmvZ8XSwWsX//fhw4cCAW3sx7qaOjIxa4q2HXtffiKxQK8fWaDFdpn+YtZO3N0rS1taGnpye+3rq6usr6gfb29vhe6M9tV1cXtm3bhl27dm0oL8dWQ3FoE0BxiBBCCCGbCf+CaCEibDTeejAxMYEDBw4se0EbHh7Gli1bDjthQ1UxMTGBgwcPVjVi+xdxCz+xGuOAGR+Hh4friu1+KJGML2/zzPT19dV88W4lCwsLseeXGSdEJH5h98bNtFGqZgDw4WX8NZzWrmxksg8VtLS0hPn5eWQymdhoW8kgbKNmvUFkZmYGMzMzsdE3KYyslNnZWYyNjVUc1WvGDxv1btdHT08Ptm/fju7u7ngUtNVvmvhqhj4bMdvW1haHZOzs7IzzSBMN0kbSe3p6erBly5Z4RLyvz7a2tlgosrA4K8X6hQMHDsQhYCy8U0dHRyxUmXE/bS4UP2LZRkg3op+tFUJucXExvq/4dmIho0wIMkOgGUZHRkaWCSfd3d1Q1YqCTHt7ezxC2igUCmWCUL12GDNC1wo3ZHN9eMHIRnHbtWYG/Hw+H19TZpgbGhrC1q1b4/uvhfJKes6Zl4cZjath7ddCfdkIdqvDvr6+isKvCe5J0cg8OnK5XM06FBH09/fH3hLVwiflcrlY3LD5vJLH4j1cvEHUh3kzo6p5Odjo++RofMvP+karWwBlodDSlnoN9j48lxmyc7lc3I+aQGDisl0fXkiz82OextlsNg73Zfl54d/Eibm5uTgcmoXa8sKYP7feiG73EO9R4z/tflMoFJDJZKp6UqhqWfgvX1/ecG37snuTT5u8p1nZrf7ME9SEot7eXnR1dcWG7FoCnw+dluxPTOSxtmTHY+fMvJgszJzd26empjAxMRELckmsz7b6q+T9Zp5dJtjYfu0/vq9PCkomXs/Ozsbt2uo3KRb5cIJW15a3iYlWXmsDhUIhvudY2U1osH4MKH92GBoaQnt7eyzAmkhvcwlaOe35bW5uLu6zfN13d3fH164JVb7NWJ+d1i4tvb3r2PHY+ba6SYZCNMHRrhPfD5tY2dbWhmw2i9tvvx2Tk5Op7c3OobVRE+qsD7P7iN0HvdBlzxNWB/75wj/72Dn0opIdu4movszFYhG5XK7sWPv7++O0Ni8TQ8qVoDi0CaA4RAghZDNjI/QANGWU80bFRl3OzMwgn8+jr6+v7EX9cMBCRPglaVTw+ImhmyEWFQoF7Nu3LzWutZHJZDA6OoqRkZENPaGrtR8bDe5DQfh1G01osfhtpObc3FzshQAgNiZ6LBzFWq7L7u7uqhMRH0rMzc1h7969FduvjXi1+PSt9CrK5/Ox2GCG4Wr4UD9m/Ega6iz8iJ8s2P5nsea9EJQM82OeaGYgsut9y5YtGB4erlhfi4uLmJmZiUUlM1DZiO6RkZHYAORHPVealNnmdLA5fJLbfKgUC20DoMzQasay0dFRbN++PR4Rm8lkYqN4NpuNvZHMaG/GFxs9a0ZC8+RKGk1NFFLVeOSw7cOPwAYQh6Qx4ckWqysbeW9pksbtSvOW2ATvlq7aZNfWTtIWGw1vhj2bD2E1c3hYCLmDBw+mGvTNWGUiiJ1XG0WfyWQwMzOD++67r0wY9B4sFobKPAPMIL20tBTPM5FGZ2cn+vr6YrGgXtuLhQa0fa2kLhYXF7GwsBAbiCcmJmIxJc3QbQZiH6rLznda/r4/MKNt0rhu93vfZv1+vYGyp6cnFi3NcyPZppaWljAzM1M2505XV1csCifFRTMEm0dMLpeLxeSFhYVlYd3S5rnxYpqFTzUjNrDcq8z6NR8myW/zYdasbdl92YdTq2ast+vY+jWrfy/qm8EcQGyc916/dg/wI/dtNL+FhDXMAJ3NZrFnz574ecnEERsIYeGhrF+09pYURdLagQ/x559Z/LOLLXa9eo8F72VidWbtx86ZLV6kSuZhZbX8zTBuoojVtz8OL5DavciEee+h09vbG3tJ+Wtsbm4unlvMrjm7Z5iw49uGFw/t/mbbTJSanZ2N26DVqx2P4QUKqzMv6PsQp3acXqywffuBAb79WUhE62+SzxT+/uiFL9uXlcvK78vqxVUTLcxby78neDHItz8LpXn33Xfjtttui8Oe2T3NzoF/zrH7qH8m8Nv9s1JygI3laXMs2T3Xt3EbMFKP4G3Xn29j1pYOHDiAiYmJuC59n2b/889yJsR0dnbG/ZOdcwszaG3Qe835Z662trZYlPSikP3Pt0Hf9uw6sXuyv7btv7avzs5OdHd344wzzigbcLGZoTi0CaA4RAghZDOSz+eRzWbj0BtAaeTi0NDQYSWSAOXhgmZmZlJH9okIBgcHy+aS2Oj4F6fkstaJtb1YZC8Vq2VhYQF79uypGeLDaG9vj0O/bCTB0ibArWdOlPn5+fil0TADGBCMyTaXUD6fjz0AbPSmN4AMDAzE58EEEIu7Pjk5WTO8kTdk2EuxvVinhTNJ+w0oH9VqoaJWYli2+OY2wtJGK/b09FQdiXzw4EGMj4/XvR8A8cutGQaSoTo6Ozvjel1rG7OQJGYQTDsfdq69sdWODyg30pmRxosEZkDwhgYz4FQLCeVFIRv5DZRC83mRaMuWLbGxamFhoayv9AYs326s3P39/ejr6ys7j0nDo50Hn6cXrs0AZO3bfjeBx4drsXPb09OD0dHR2IvI8rc6s5G1fjJvS5PJZGLDkvcMsP/bXBkjIyPxyGabp8bK7/tfG3Xr68CfQx+aJ+1as/QW/saPAPdY2651n7ZzZmKbGdeSc2AMDAzExj5/nu3TjKdLS0tlaTwmmNtE2Daq3huvbYS23QfM4OgNdGZkMyO6eRF5Q/D27dtRLIZJtK0sJor4eUosVJftw4RBM4bacQ8NDcVCjfcO8R5nJo52d3fHBtZsNoupqal4v2mGcOvzfZ9rWHu0/Zpx048st2vWjyC33+27GbGTnhqVMKHIDM3Wh5ho4+cX8f2NxyZyHx0djT0IrQ+0kGBW7+bJYXVuol+lPsvqfWZmJm5TSa8Ba59WNm/ot3brn4OSDZ0oGwAAIABJREFUobP8cXvx1os/3qjsrynbn2+z3gtDROI6sHqw8prnmPWhJmZ2d3djdnYWBw8exNTUVGy8t/bq87DjsHbin6u8gd8PXkm2S+8N4/sgqxPrX9MGrhhtbW0YHh5GR0dH7PHhPdO9x6qdBy9aeJKClbUNX2Zf//74TYSx+jSh1555zBDvPTPsfuM9Nvz+k+3R9uGFLTvf1j6815j97kUBL7gBKLsXWB/nw6Ql+4u0QQTWx/h7e/LTl9v27+93XqjxXnL+WKw/bmtri++rdk2b4GBt1NJY+a3Nmgey3ZOsfXhRzcKymsemn5PJe8QkB3L4OvHtWkRikdDKYv2GPze+vqy9exEPQFkIvOR8Px4rQ1JktTJZvdnAFxvI4Pur5Pmw9wNr8ybsWFv2dWh9mpXNymdCoD/33uvMQulZ2waA008/HSeddBIIxaFNAcUhQgghm4m5uTlMTk5iZmam6mgp/wJ/qGIhZWxZiVhiRo+NGKrKwl7s3bsXExMTZcalpEE/+ftavEcsJEO9YpG9lIyPj2P//v1l4WHsZbS7uxu5XG6ZEdmPdLNJa5NUepFfK8mXby+k+pF59vKfHHlto359DHt7mV5cXIwn1fXlthHf3uBqI4VtNPvw8DC2b9+eWhcmRNnk6t4g7I2xQCn8hr0IJkeYejHCLx5rUz09Pdi1axe2b99es21NT0/jwIEDqYamTCYTC0XeaLi4uIi9e/cu8zDxo2wrlT2Zv4U5SU6sbV4K5qVVjdnZWdx3332YmZlBb28vhoeHY+N3WhibQqGAmZkZTE1NLQt5ljaK2l8bQGnibG988gYeP0LXH6OFd5mcnIyNOJWwfXqjoBlwvEBQqf/04W3a29tjj4+0sGUmBvmJlX09mPHEDKNmIE7zDACwbJTxwMAAgJIRJ3ncZqg0Mchfg2ZsWVxcLAth5NtKR0cHhoaGoKpx35vM3wy35qm0kvuOGXGTxl7fLrxBx/rkZAjK5AhkoBSa0Ne1eU/54zDjdUdHR9n5t+OzeeK2bduG3t7eMvHRwt74Oa/m5+fjZw5v8LJj88Z9AKmeLH7ktD/3NseMv658Xdm+/EhuG/1tQoAPtWX9YVKcsdBnJjykiUj2aUKBpU16bvjrPHnv8te7jd42Ac0LG35UvZXLjjnpBWL16I23/tP25w2Zvu79tWTpzFDs26GvP2/0TcParc2R19fXVyYkVZqXz0RKE4zs3ub3Y8fgj9GO03430jwykvcJ3z96r0l/PfjBAOZx5T1gfJ16kdbajBcCbEnztLHjS56/pMHXPz8NDQ3FHohmfPZt0I7fe0PZtWXXnXlJ2DVk9x47Z9Ze00RjE5zy+Tymp6fLwqraMVkdmDeD789s/174s+9JQdlfv0DJE9HS2HbrZ+13K6fVr+8TTRyzevP9sJHct/d68vvy27z3n+8fkgNDvGE/bbF2U60/8cftz4kJoF58BlAmOFj7Mm8TqwPvqeLbU9p16L97gcPOufVnyWcGe17w5zp5PScHV/h3HTtmu76SoSGTzy7Ja8LOvYnlVl4v+vqy+r4+KThZHfj9+t/8/cYPAvLH6vNOCtZWt/ZuZu8UVs/+M9nerW9LirCZTAZnnHEGTj75ZBCKQ5sCikOEEEIOd+zFsB4PgySdnZ2xN1EzwjSZ8cheRNeKhUCy0CT1pLeXWW+wMizcnDfme4OWN9Q1EzOSTk5OxhPdrhZ7sfATOAMlQ0kloSaJjXwTkWUGJzMmJ0USQ0QwMjKCnp4e5PN5TE1NVT2m7u7ueHSyN6ZkMhkMDg5ieHgY/f39ZSFE0rAR+TYa3F6WkgYYoHyi4nqe32006OzsbPzCpVqaV8G8K6qN9jdjlx/Zbdj5GhoawpFHHon+/v74P3Y8Fsvdwqak4Y0hSWNZLazurR/p7e2NBYVdu3Zh586dy45vfn5+RW3WRnqKCGZmZspG405PT8chpXp7e5cZgeslWbeWv4Wms7CKlv/c3Fw894MJGmas3b59ezx62upoamoqbvs+pr/vO6wNVzKuJMuWHPFqbcwLQmYUsAnjRaTMKwYoN3b5kcPeW8CEP/O8SIqLXjCohIUD82HhbES8N76Yh44XZ+y6832zNyhZedLqy8/pYmX3Blw7Zm8ANkOzGVRtEmffr/f09GBwcDBuN93d3Zifn4+NrnYN2j3FjF1+gmlrO8lQM9av+blCkgZcb0RLem1lMpnYkJs0Xpohy9qhP28mKCY9E6wMybB0huVhbdAMUmZM9/NrVZoHymPGSsvb2oc/ThO0kkYuYLkhzo4zGZ4nKfYlhVnDX2/euJlmjPbXULI9egOmneOkcb5anVj9ekOi5Wftwoyt3ljsDYx+cIhve3b83uPFDy6x9lhpTrMkfpR7mpHaH5Pf7g3p3ovFG9aTYRyTAo8/J3bek6P/vXHZn0dvXE4+91jdJ5/z/Lm2/Zu3U7KtW17e6yfpYebLZ/tKCg7+OvD3O/9/LwqZZ6AX9307T7Z5751g9zLL24zOdl/2g0/8vcD+7/HCjxfIvIiUz+fLrk17Bti6dSsymQymp6fjkMjWp3hxweorKXSntdu0+k7Wu31PCo31CP2+T/DXfVrfkBRd/MAjX7akmJX2zFap70n+niYimhjohWgvhlkdWF/qryEvUgIoW0+r82T9+r7Ml8k/n3ohxrej5G/JY7P9ebEomX9a3Sfr2rct/z2tfpPvS8n+xurYp7dz7O95fv/+GvPH5evQP69Yu/J9eFq5fRv358TK39HRgec///k4+uijl7W3zQjFoU0AxSFCCCH2QulHWa4XhUIB4+PjmJubw8jISENj++ZyOUxOTsbzFawFEYmN8I3wpsnlcpiYmIjDwgDBmLh169YV5a8aRs6aIFTLCAUgDgljc1cAqCkk2aj0SmXzo/B8PPnVticzsNlxWTi8SpOiV8OHT/GLN6qY8SU52tyTFI6ShqekYcmHLEyWZ3R0dJlx3k8EnPRasPJYGCnbhx8pbUZhmwPFwh+ZGGQvSdUwI/nMzEyqkOqNacViMZ6HRERiQdJewLwRu6enBwMDA2Wjjs3wZHMRmLFaJITnmZycLAsL4UcsWtz3NMOtvfiZiJM8B/5F0Ide88Ymq3szAPklGU+9p6enTJzbsWMHtm3bhu7uboyPj1edYyqNYrHkeWXHbsb3YrFY5vWRHPHojQF2HMkR5N7A49usX/y9wE9c7Q0mXsAzo6YZJpMG+koCaxL/4m5GkaTnV9Lo640ydu36a9wbEtvb2+M5ZmZmZmKxKzlq3fK3kIZbt26Nw41aHfh6SRpVrJxWfrtu/Dk2A6CJfD5cixk8vAHHxBsztnmPAcvPG2ytbry3hTcQ+37DvKWSBkALK7dt27ZUT0k7rmw2G7cPLwTZMc7Pz8dtOmmU8aKB4Y03dt785OCV8NeEtYdKI8v9PtPmnEli/Yz31shkMnG7aGtri0crmyDmPcP8cRn+PPn+xwsSdi2kDcBIGnrtnNi+ktdy0hiYxPcV9ZA00qXdI70xN2l49IZWfy0n7UVmwPXCgu9bfJi0pIHfjtWHckoafv3xeBHDjsMLE3Ydpx2TkdaX2H+84TbpyWDrtt2O1Z97X8dJgc36hTRDb1rZfF0nz5s30Nrx27n0z062X1+fybYnInH/4Je08vlyWr14T87kvd6X29L7dmmGf39urbxeNPT7NM/J5Hw9JrJ7Y72/pu3T+lLrJ3yd+/usb/t+AIOl8wKfH5Tiz7/3YEkri+HbaxpeoEjuw/rJeuy4aff6avv0//HXhN+WvM9XatvJvLyQkHaslj4p2Pg2luwLk/Wb7NOSJP+fJgBVu05tvVL5/X7ShMGk6FSpD067r/p6Tms/yXrz5873F7aPWiSvET94Lblv/x/7zGQyZYOBrO16D6+0/QEo62OtzJlMBk95ylNwyimn1Cz7ZoDi0CaA4hAhhGw+zLA1Pz8fL/YwZAZmW5rpETI7O4vbbrsNY2Nj8QvnyMgIjjzyyFiIqGYISqNYLGJ2djYOJ1QNEYnDVYlILCTVelZZyyT3c3NzGB8fx+zsLFQ1nofAwoyYMXLLli1VPYmKxWLsRZPL5arOuQGUPJRsrpTu7u54/2ZoT4anScPiYdsIymqY8T0pGtmL8+zsLMbGxmIviPb29niOBgu1ZvM41CqXGQF86BM/6jUNbxz0L2oA6hKLKmFhhuwFzhtz+vv7Yy80O19+Mm0b5T83N5c6StNED/9ymdzuBQLzOLK25V8OzShh7SwZftAb6M3ga6EpfDgOe/myurc5Juyc2eSzdl2ZOGZzW4lILHBa+CI7NyYQVgvR40WKtOvRjDRJoztQPsoz+ULpjVfJ8FLJ0Y/2f5vDw0bpp00KDSCeWNsmcjYWFxdjLyM/kbe92HoxzBsW/Hc7Zn+OzWDqBYe0kF92vn2MezOiWR5+pLgPc2PnwT7TQmEBJSHZ2pjtN2nENQNcciSs/5+Vw0SVpNHIGxj7+/sxPDwce/7YXDzW35jR1+dt7aWzsxP9/f3YunUrRkZGYkOuCRv+PprL5eLwQb5MVg/eKOUNb97AnRQxrH3Z9qSXTtJwY5/eA8H6QxOJ/HkzUdk8pcygaYMBCoVCfM9Q1bL9e7HBG5wtnd13km3Ni0JJwch/9xNI+1HElfpH+0y2WTtn1g/4Nmdlt9Hjvs1Z+/TClzeeJ70gfHippIhhhmfvuZfWLoCSR6TlnxTKk4ZD37/4dW9wSxoik3WQZvhMwxvGkyJIsn379p8c3W7f7XgtZJ33hPLnIU0csLZRKBTKRET7LekN5sUdXw+Wv6/TpIHW2mA1w3Ta/5NtxfDn0RtzvUDj+3VvqE0KTUkDftLo7c9/8tx6468vv99H8jz7/9t/k89Rfr92X/GhBqsJQ/74K7VH/4xl/Zy/PpLXgReRfP/r69Cecex4TBRPhqj0bcmXzT9/+f42TWTwxnlfZrvP2/H7Nuvbsq8P/0zj868lpFSj2jlKy8fnl2y39pnsv9LaazJvv80/vyX7ahPckqJCmrhS67Oe95tK15LfnlaGtGP311wS3x94UdH/L9k3+PPu0/k6TPPaqvQsUa0erB82/DGsZLBBI/D3DytL2vVXTz6ZTAaPe9zjcOaZZza4lIcmFIc2ARSHCCGNxL9IkI2DGWt9OKl66erqig2cFqqmEWX57W9/i927d8eGYMMeMoeGhuKwPr29vbEg4Q1c3vBvXhfZbDbVW8Nj8yb09/fHRtJMJoPe3l4Ui8V4kvt6QsEMDQ1heHi46vwzqqVwUFb3+Xw+NcydzYdik/QODg7GL9ZmNM1ms5iYmFh2nGZ0NUHGjHNmADQDtYWlqORFYi+9/iUsiRnCVzKZ/dLSUmxQtPbovVD8qC9VXTaiP2k06enpwbZt28pGtSeNQbZPL3D4MDJpL4Fp+7MXTu8NkzSYAIjn1UnL00JM+Ty9kc3q3gwWvo7MaO8NFGYATRr2kviXN7uebT4REYnz9HXo68jysP/+f/bepUeyJLn3s4h8R+SrHt3TMyPyErMRcAlePoYc8JIgKZLCEHyBvKRIApKAC30MfRhpqaW0EyBpIWovbQRBuwtxhsDUVHdV5Tuz8hVHi7q/k7/4p5/IzOrqYfdUGpDIzIhz/GFubm72Nzf3lZWVHsjj6CTvGDS4QZYGNJlMant7+1YgE5kjIAdwD7/pezrASc5i4X+DLPA0QW0Dcxwhg2yb5wYEuGvH+gv5494AgsgE3Xd2duqzzz7r5WBtba3Oz8/riy++qB/96Ef14sWLfmeyZRm+ppObYLMzgfLODgMmBkU9L13vkDNNHXkvDPMSHYRMc+zWdDrtZS5BO9YV2uB5mQA27WUsW5eRey5wHCHjw3PwiSCF78ixnklQlHvHPFevrq7mAiHIdFJLVxr8ghduF3LibEzPFV94nmCp5cR6CjlHfzDea2trtbOzU9/5znfqyZMn/fMHBwf18uXLuezNlv7zPPGF2+aVxzR5YN0G/1sAW8oHvw2EOQABcMz/HO3H555b8MQEX2ezm2wk89yy4nFw39iUMZ1O59ZpMu7yTgfWkpSp5JPbb74YCHc2DWPteyMyOyCBfwcEWlksKcf8D08cyGat59gvZ60TXL28vJzLeDNvvVGB8rw5xnrOzziAQfsckKbf7p95gSwmsOu/PY/9Yzm2LhsieAavUuaH2pD+F/rE+s8APeNrIPkuEHWRneHfaT9l0MLlZZAjdZWzHnNMXL7Hz2NhXpg/ln0Ht93P/CzbMdR21+/1LsH3IUp+tgIBrQABzzprON9v9aUlU4valvPaOq9Vhu2kuwJCi/jhjFhkDPluyZnLpz5nryUv7tOG7GMrEJa2vSnb1HoudbnHDxnPoM59+tFaQ4fqzfb6c9uabBLjOWyPPPngZxkkeohsLSrjl37pl+rf//t//4Fa9c2mx+DQR0Cjx+DQIz3SI30AOj8/r1evXvX3I5CNcdfl1o/04Qnn2uDZomDJbDab2+WfxwQlra6u9oEigOIWXV9f9zuyAbFo14sXL+rg4ODOvgBi20DODBTvgk8QMX8MbsMnzvKuepfh8K1vfat2dnZqMpn0x+Xc51goQJ7cGXt6etofa8dn3NNQVT145mOfHMxZW1vrL6rn3p1FBjagT9XNEUrcqcAxSGmLebevHSrupHHWQdJ4PO6PC3M2DO0gIHl6etqDr2QHtS405TdtyqNiOH6M4/1a4L4dVwML1MnZ/T7yAyCdrKa7nCyPG04Ix4AlKLS8vDyXbQDwR6aBj2RJJ4z5ydFVHq8EvfLdFjgCkQ1hwBQnG7mD7wRoyeQBkPdZ3gRKaAsgMwFdjl5bXV3tnyc7yiDekEwDvnOxu4GG3GXNmNMHZNEAoEFd84D6ACHROXlfB3Iym836eYkOSjkm2MSaSDYXID86AeAd3e3Abgt0cV/dB4OpBvx8XJLbCCXgnWR5dlCh9TxyM51O+92pS0tLfaB/c3OzL4cLzJEft9nZew5WcsSO68+gGcEUB4sN0uV8Q7/Qplw33S7md+uIJLfFQFGChvApwUOD1K1LqtFnjMVoNJo79rClSwgMc0/XyclJr9sdjHIwlQAyutu6PY/643O+Q3ZbMmJw3uOFfDmDrwVKOZDknwRL/S7lO7vQmT25G50gZuoJryMORlXV3LOt+cIawxg6A9C2zsHBQR0eHs5lDuUxVtYJ5m2C0tTl4IvHqgWcWgZteyHDbrvb0gIoLdvmNTqd8Ua/Mmdns1l/ZCPr0mg06oNlXjNTNlqgcPbL66b1xpBt5bnrjC/X81Dgc+j5u4JGbo8pAXfPJ79vXrT6bv49FLezTOTYeG62gNucs9ln/iaoazlCH7RkMIOki+yMVmZXBs9abfbcSvA99VyrX1XzGTEtu641rxwUbr2XJwpg+5j82VDAwG22nmyNL+1w27O+RfJ1V8DC89DZYmlz2ybquq63JfJYyaF23ofukuNWv1o8Tv+FZ9JuyHL4nXP5fSltkar2HUrmtfvjo3yxb61vWzbS151+5Vd+pf72b//2X7oZXwt6DA59BPQYHHqkR3qkL0MXFxf16tWrQfCcy8M5RumR2sQxVLPZrAdnW8fxtKjruj4TBEDxrrW267oesF+URQRg5uO68qgugN/19fUesAPIyzr39vbq5cuXt47/GXLmAcA4wiyfpX2ty9Vp/3g87netI4OAuXmPBcYqO8PZcbm0dHOXgEEh/waM5u4GLqRO8PX4+Hjugm7qcEaK224Z8EXjlOddrxjsvpuBMfFOXEAqMlkWZT0RnOC4PQcN6LuPYHM2BYETdpX58t4MCtGPJIPfAJw+Hit3ZLZ+zE/AksxA47vl5eVboHYCkPn36elpHRwcNLMtCEh2XdfLxKIj0rIvdhrNO4Dglqy0HK8MmtnR9P8OEhHkX11d7WUfoB2+oUPMZzLUCGxsbm7WyspK334yubyzmPG1vum6rj8O0cf74TQjL3kcV9d1c2A5Ywtf4ZEDJQnKGFjlZ2Njo7a3t+vJkyf16aef1srKSv3TP/1T/ehHP+rBdmckmffwdHNzs98xv7y8XOfn53V4eNjUK/DEvDWA1QI2EkDwuLZ0KMDQEBDv4JSP7kO3uD3oQYNxZEqgg8fj8dwdPT4WLTP7fMeEAUWDWZZp+IQceP7zveUmx9jAloMaLb3kMV4EqLVA8uSvx8d6yu8hCwT6kV90ABsmuq7rNzzAKwJl8IW10JtH1tfX5zI50NUc7+mgkesHbEMeeM/ynNQCuvy5QW0HPj0+BnET5MtAUYJorts8aoFw1ht+1iAzwW7I6ww2TGbSed1ifby+vu436SDjCaSlDk9Q2H1uyVnqCmfG+Xv4zjin3eV+ciRt2nH5DnbL0P+WdwLoy8vL/XGn3vTC8/DMgWMoy03ZaenQlg5skcfAwYrMHss50JoTQ4GqVp1DfcwgRGts3S8+T52YR9M9BLfLuqrmgyH5rLP2mCsOtlvG4Qub0WxftniU8m8eocuyn7bzho4SzrnlOjwX+a618aQld9Y/Wf7QO1nv0Dhkefl9Bghbsu813RvFLH/eXOL+p81sHeX6UjelLhuSxfST/LcDRy1e0ef3kfe7aFGdd703ND6L+PAhaGhdvm+drbU6+dCyVxdtDrtPe+96N9f8+7wD/eqv/mr9u3/37x7ctp9HegwOfQQ0egwOPdIjPdJ70OXlZb1+/fpe2R9V7xZkzvufTCYftC2A0RxBxAXKDznu6ssQwDm72QHDMusl6fLyso6Ojurw8LB58ftoNOoBH3byc8cHgPTx8XFfb4IHLeL+luPj41v3luC84FAuurjeDlaCuS1wnmOTjo6O5pwciMvqDTSnY0bA7L7EzmeyIwAi8xioRX2cTCZzF9XnjuMMeJLdcH5+3getqP/t27f9bmCCgDhUGSixo8444CAZiOB/gD8IZx+gmrbj2PH82tpaf9eEHeKhn+QfxzWNx+O5TBzawDsA+63dzy3Hwc60P0vgDgDEu1Rbzvpdv12enXkCtQQKW0ElArIGYujjdDqt6+vr2tvbq6OjozkALR0+AJIManlMycZjDJJ/3n2fOsBOWjqe1gO5I5c2cwTSxsZGH6CrujkG7OLiog+QUi5lWcadKWTAxwFeg0TMFR+pZX44aGtA2gBs6hzedeCD9x2ITGB6NBr1O9zJWiP4dH5+3mf+5CXUJnQnmVg+NtBtZH7S74uLiz5rcJH+chkJKHlHp9szROh3A3JJyE/evWD5NVCe8542tMBwr03+vBUMQPYc4HDwysdQQQ5O0pf8aQFbCTwmeb1wQAhe5XqSgGYGva0feBb9hE2AnmXe+R4WH03IZgTki3uEuCOJsuEVYwcfkV+3iQxcH1GWa5r1K58laJm7+pN/fiYD53zuH4+Z29Qav9S3nvOt+cJ45vptebL+sJ6lTR5TB2gN1nv8E2x1ICODv9nmoUBda55iY3qOuS6PvfW06+e9tC0dfGjZrLl2tdZ9b4rJY6EMOKdt4Xln0LnFS/On1XfKcbkmt9vj4TmcWYcO7rlPbqvrGxqX1GtVN5muqc88J1p2CTQE1OcalzLgcnKcV1ZW+k04BEXpA1lzuZ45sD9k8w0FE3K8LGtefzJQl/JDWWlHWS6o33rH45JjShlD9p956TYvCiY+hFK2rG8831sBR+ai56D9AD+X8yEpee9NH/fpQ8paSyf5d87dlLcPSS1bsGVPpFznfPpZUWsODemiquE1tKpu+Wg57/j7of1cNH5DMpbPtf43/fCHP6zf+Z3feVC7fl7pMTj0EdDoMTj0SI/0SA+gy8vLevPmTR0cHLy3scJ9Lzs7O+91f83FxUV/H8XQpe1V85eDk3nyoeji4qIODw/7Hd9DxDE6ZCKMRqM6Pj6uw8PDOj09vXd9GN9knXChcoINkJ0Sdt7jfAF8evelgRcyZThKqar6jJCHUte9y5Z48+bNrXEC3Prkk0/q+fPntbq6WtfX13V4eNgD6YDOgK0AW4vG0oAqbcgjr7KNOIUtp5oxzOwaAjeAw61skK7r+uO3aD8BQ/eJS7/z2LXcgefx8pFxNuLZzW3yMYGUQZDI/DRwN7SDsKrm7kFAztLoB7j3XT+Q5c2AFPXyDs8kIGZQJXdVml/uk8c2nfQMRPlv/vdRFXxOv3Cc4TXl57FFLYeKv+mzATP6TF8BX6kL+UhH3sFDy4Z5lsBHOuXOEEk5YB5ubGz0l6+vrq72x+VVVQ9aE6T03CDgQDtyLOmTdRTgizNTmOPMG4KQCZol8DUajebuW6G9Lss6wWNv2TBgAgHEo7tSRu0gJxDHD4EyyxgyaMA55aMVxHD5i4BGg4rUwTjxN8Cs7+VxwN5HvTFmBo6GQPZsg+c88z1BTMhjkKB6KxDhoBNtbIHtLbLuyX7wt/uQY+u2wA/4Zzm3jLDBwAEe6xSDLvm/ZZ756Kw9r0X0jSzTqpsMDcobj8d9QIn2kNHhTK+kBFU9LglGWi5S/2YACMo1iLKT355jlqkhANO6s6UHhwA9/209jPwlaOz1tgXGWb9ne3O9sk2YPE4QMttraukOtyf70CL3eyjg4rrS/kL/Wael3mrZKtn2RfYi89B8tm5Oe7AF7juAneuq197sM2V53lqXw6vkZcp4q8zW+FPOfYMQvD8kQ7Q5x6wlT6a0ZfE3vJbZnh0q04HX1N/Jf/fLMpl2IpRrqWWstXbmXHcWTbbftk22NX/8eas/H4pyHbY/xPiwhuR6mneAWTeYH5Q51Mdsj+mhQbCcty1903o+9QVzkr8fUmbSkC5q2avfRMp5wd9pr1XVnPxAd43xkN7LZ7yetL7zOFtnU3a294c//GH99m//9sK2fSz0GBz6CGj0GBx6pEd6pHvQ1dVVvXnzpvb39wcX5vF43F9gfHBwsDBoAjmbaMiZcDBo6P6c2exdJg0ZG60Lsbe2tmp7e7sH4h9KV1dXfabPoqPYTBge3K9xdXXVZ1sAttkYMejtXfFqPKuTAAAgAElEQVSt8/1No9FoLnMngUIDikNk8A/QirZOp9N+hzEArI9dSPAFfu3t7fWX1edxQ9PptL7zne/UxsZG316eOT8/r729vTmgyeC4sxPMPwJbGIXefZjgky99X1tbq6urqzo9PZ0z0g30wweDtowPR/gAnHnMySphBxx94pgqA+AA3JSfO0t5zz/sALcDy1F/DiLw/vr6en800V2yCwGo2jgnk8EZMTzrHfvw0lk3BMS4f4TMCN9xBA+RNYD2VhDBoNtdlHJoByEBA/ffTsTQbsZ0LJIoFx6QmeS6KcdBFWQ1wdMcq3RyWsFOO0V24tNJM4/MD4AN+uBz38fjd0c4dt27TATuYErgFNkm8GBQKMngWWbLkbXQAnIcnKF+B/daAKVBfY95ZgfkmLILmruF0EPoFDYxZBuHyvIcggcGsSynzu5q9SlBuwTDrLuHxrwlawnw5TjmfWI5pjlPEgBvgQoG3JFDZzU5WD0UBE1gIMGpoTk8BGK53Q4istGCtYpyM4vu4uKi74vHxDq367o5m8E89vvUSeAVXdp1XX9vEG01mEfdvkeN9mVfaCNrFXOtFbDweLU2pPCsx83fpSwYUGoBwgn6GrTPHwcwPR+H5iZkuWyBfanHsb8ss5bRVkZblld1s+673JTVIbkeeg4eDwUcct0Yj8dzQcohezL54nFprdVu36J1/MtgSNlWr4/8GLC3bqmqOf1mO8Djmkf+pv1u+8zBIK/DudYyf1grr6+v++z6tIU8hhmEzeccQPQamTxqAeCWHdtTQ+uk60sgvAXmtgL2Lbm0Tshncu3Iz1yOn2kFB2wbWH9l4I7xNB/4rrW5oWVvZhuTZ19mDpjSxrVdQF9tt+ETckQsRwf73kg2wvl0Adt01q3Wk3yXNm6L7hskaq0z2dfcmObgltvlv3MOLKo7ybZCy0b5UNTi4dC8rPowMuXAy13UmoepC9ze1ro2VH9V3dKhrMHQEL/zc/TxH/7hH9bv/d7v3dmvj4Eeg0MfAT0Ghx7pkX5+CONqNpsNXh7fIkBZMjy6ruuDKOPxuD+6DCclaTQa1ZMnT+YuXAeMODg4qOPj4zuNj+Xl5T6biHcXBYOg6+vr/pi0lsEBoEEmyWg06o+d29ra6oGbIZrNZn2mz8nJSfMZMnMAtjFgfA/LUP999Bi7xbmQPHfb30UGkjj+5S4isOCsGN7DeGXc2T3GvTdVVaenp/2RepeXl3NZMIeHhz24ZFpaWqpPPvmknj171gf+uG+JC7M5uorgSoIL4/G4dnZ2an19vb+8HV5xXN/Jycmc8U2wgV3OBHy8O7rruv4OharbIIwDHOlYXl5e9jJAeThZrQCP7/7h7pEMDgLwDYFH8ALgjeMH6ROBIAN7ZEY8xB5Dpjg2j0uykQ/666O9CPZl8IW2+qJ1g6E5Hr7HIp23VjaOHZQW2ABf0zFrARLmMX+nc+j+JUDcIoLXBDfSQaNdgLVkwrgv9I3sMeuLdHDQeT6OKTNNrNstdwYBnSnEHDB/JpPJXJCPMpz552Ah/c+2JJhA/QapnQk3m8364KF3sKJ7WkBpBszgq+U2ZbMFSNMX+EcwnXnHXJzNZv06RZZGBi2Ym96lmjLkeWQAwDLYAoUN8iQ54Ea/PYcSjF8EykNeBy2zbluC0/6cH8aYtdtBQniDfLlsByw8v025nhiENz8JXLTmPkAaMtm6Q6XqJtPOIOXbt2/nQDiONKS/VTUHLLM5hDppk+8mdJAZ+SO47DmSQZj73IGWIJn1kWXFgS70PcezJijmueVASQJDPDu0C582JZiZGykoi7qclWLZzv4u4kXKg/nhtll+3edFALfLyGDsENiX45G6pqULvKYM9XcocODP005r/e13Pb9Sb30IGuKp++/gEPMJ+9PrON9ZPzuoia3P97ZXcqwMwLM+8KztB9t/yaPWOkTZORb+3nJuOWnxqiUrrfnJ7wzGeq3ic+tR1+d1ENsn+zgE6g75OkPzZIiSH4w5Y+S7Ur12VNXcd/SDsu7SJUO8S7s/51qLj35uEZBuHyXnqd93GdbpVfPrDfrZ5PZTbgbjW/ZvjmfO15YNMsQnt919aM2LlM/k31DbW21wfS2bjH5kPffVfa01ht+5NqdseV6kfXzfelv9XvR+ax6krLVsQtuf70tDa6rbYNnkHf7+tV/7tfqrv/qr967/54keg0MfAY0eg0OP9EhfGyIQwd0NPu8/gzKACQC1HEPlBRSQITNV2HHKexwNwn0wEJfMJjlj4cmTJ/Xs2bNaX1+f20Vuurq6qsPDwzo4OOiPNvuyRJncwUB72b1W1d4ZBSjrO1fIKPIxZA56tIyS6+vrfocU40XAhGDSfTKnaJeNRu/EM0iL4WKjJYGP+6yx8IHMEoMyzlCy0WQHj3axk8xG1Xg87gNpOBEEJggA/qt/9a9qNBr1vD06Oqrj4+O+fcvLy/3uNHZAn5yc9DJsAog9OTmps7Oz/uJiOxo+mo7y2eGZ3xmYYz7BF+YKY+GdvDb04adl0U4Mc9LZXOZjOli0CQAC5zyddo8PfNne3q6dnZ369NNPa3Nzs28TQZ6Tk5O5AJyBEu9oJEvo9PT0VgZPHinRmi9d180BvRxF5p3zgKctgNCZKgYYPR7mQ9VtICEdXTuCdsgZw8y+y8BUOknml8eDNhMw8L05nuM+Ds2gkIEr5u7q6mo9e/asPvvss1pdXe3vsyI7AN2UQbXcvQ+fHLjxbkrq8lgBchIUH4/HvS5BBxj86rpuLvOLeWwnH/DbYAIgQQYDTHYgM6uMcnJMCd7y3RCgk3PAMmTgxuOT8uCMC2Tex0zSf2QEECrnGO2n3DyShjFBnydw4vbT7wwMegc8Y57BhCEn3boIvW/QzDKWOjHH0TrVmZHWldgmeUea10nkJwHV5Al/e9313HUmTlX1ddI++IJcsdGitSvY7bc8JgjbWscd1M4MEvjlcU6givnmoFneE/G+ZH4x/pPJpLa2tmo8HvdHpVZVvw4wPvzOgDq6i/Z6rD1e7l+r/94Znvp/CIhtrQkpr147WmCkP7c+qboBTReVTb/yM5NBwFZQ/UNgLq26W+W27MRFoD3tzgBuln1fwDLHgbZk1nwCy9ThsfJ8dNabZWkI2E17nc9b/bCMYhdW3QSW/FxmumV/3OfU/fR/yH5x5q9tkla7s4zkRQYDDY4bhPWGqUVtc18fCpxnOfeVJdscQ4ES+p3rIe+n7Ntud19a66DLMXn9Tlsl+zoEppvHi+bG0HjkOk9dlmWe8VrvQEXyZNG4+x3r27RhWwFY8zjXdts/LR2Xn3mceLe1aa8le277XdRaW1rvZZAr68h30DGZmW6ZdP+yHy2/amgd8HfM99TRrTmfNovHxs+31ol8P+0u1+sft808RGaqqv76r/+6fuVXfuVWXz9GegwOfQQ0egwOPdIj/YvT27dv6+DgoA4PDweBVe9YsZGJw9LK6PGubUBwAwkAfDjtlO37BADqE5TH8R+6M8hAi3f7+oi4dCAwBmx42YmYzd5lfpycnNT5+fnC4Bmgi4MYaWiTCQPwxDMc/2YjAVDPgTgbNQQhqM/ZDwaAXDc8t5OB8QQv7Jhi7Hrnvp2/lgNogI37lwBrnJVF/WSEePe/+5D9YAym02lVVe3t7c210eDNJ5980h87iDxxv9AQcfTY8vJyf8ycgUuOjJtMJv3cAVDyLs6q6i+Rr6oerE7HjLFwhgw7AltGLePtdxNwtrOZgFYrC4k5QICH8uEnc5n2I0sACgCUBpzX1tZqOp3WJ5980geKvJOdsXfG3sXFRR0dHdXBwUEfGONZB4QcqGnZeMgCIKt3sjNn7DzixFi3JXCKvLtcB75Sd6QTl38P2aaAkgCVQw5zq1zGzNlhdlizbv5u8dLyM5lM6pNPPqmdnZ2+38j86elpHR0dzQGplGde5zE12W7mKDJieX/79m0dHx/3AUX4VHWTEZe6ieD56urqLT3idQDZZ3xpo5155IcMPx/Xk45+Bg+9vqRTPBTgSTDBY58ARgtQSDCGNROZyk0bGZQ0qOJ1zjrJ5aMzNzY25oA+7gPiGEzrxgSaPC7QUPZii18JqNlmuQswbYErDhI5K4U5gW3gub4IwBmqjx/mLeu4Mz7MC8r1sX6Z4WN+mrIMAqk5L8wzB1z5231v8TxBTAOMH5IYE4Khtvuc/eUgJ2vy2tpav9bSNmw91p4W2JMyyljRT4//IrA1wSO+y00KlgOv/wnkWcY9fq01g/7y/RAwTf3oMPsFBrLc7haI9lBaBJKylmRAwEBg8iDfz8BQ6oXUta02+bOcM7YpmC+2DbwBrgX0Z9ktoNPjD9nOu8tWsL/jsXS/U8b8uyXbLpvvk6+tQA5z1OPid6gzA3vJN/uG6Uu53Pvo5iHKd90+8912yn3mhMeb+eixHup7a+23XeN+35daOq5q3ibMAJypNZ9yU2DyI9uYMuCy3b5WQCbb4t/3obT/0x70vGj5Xvl3BlItI7av/L9lxnKca3hS6u8hynakXZ2bHzx3Us9BqS+xoeBDbj7i+dami5y/xirMl5xbOd7Zt5atQ73Jvwwqpj5s8SPHwc9Cuc7yN3bKaDSqP/mTP6nf+q3fuj1wHyE9Boc+Aho9Boce6ZH+Rej6+rqOjo5qf39/7vJ4nAQHdHxkyiIy8JTAd9LFxUWdnJzMBY9au3gwPjljeDKZ1HQ6bQaj0hBJ4zV3KAFE3yfDxoDpoiPzuNTUZfruCTsNgGYG5ewMUId3vRuEbBm/LQLMIiACSAcfvEvQBpJ3cm9sbNR0Oq2nT5/WdDqttbW1OSOPnbmAM4DRW1tb/X1OHN+2SC4AwwGZnS2Sz6WzZ6fMu783NjbmjhykbwShfCxOkneaj0aj/o4bG83I/cbGRj9/TBmUMLDiwBtgFEGzBNbsINl4ZpxaxwAi9wBgQ+CF+cZYIy+WHfhM1sbh4WGfpQZ4SnmtwMp4/C5DZ3t7u549e1abm5tzxwqil16+fFlv3rzpLxv3HElQ2cCfZct3b1xfX/dBVQN9KTtQCyRzkCyDj+YTPzk3M+DMEYPoigRryJpIoMHgm3fB8yzj4DnKuwT8qqrP7nHmQAYi6SdBsE8++aS2trbmwCLLEG29vLys4+PjOj8/n9O5BFMInlbNHyuG7mSc3R6yHZyR5E0KzG+Pr/V/OvceLzJsptNpTafTPrMOHWGgmM0BXqvScTY4al7l2ua54YBVC4h0BiT98QaMoXtTDEq0xoz5TNv9HXxKULjl4Hr3N3OS4DKBX2enZdtyDjAmBBAdfKBtGeRLoMbz2P2E6GcLtHNfHAzykZTIh7O44CPzNOXD4BJAqGU5+eq2OhOsqubq9hgzj8yrBDA8/i1AxfyxDWVgyjyuulkvE8i5DxD7IcjrDkBUznP/70DCyspKXV1d1f7+fp9V3ALlWLczQNh13S29ZJ4Ogdi5/ubcQ1bSpmbOtTIWc763QDJTBtVTZ2XQ1Wti8iY3Argu82CoLa4nP7fcWh5TvjwuQ0B6C8A1gG4bO4OslouWj2HbIO+ka8nDkF5tUQKlLT75x/MBeXE2ZdadY3ZXm6jDNk8CvkPvpVzyrucCY+CTFXw0cWteWWbNs1bdre+znZbzRe9knQmqu4/8vitYYzv6ruDSUACb/93uLxOczzLTb7UPhp2Cbsi6h+TZ7X9okNn6asgOGtIz9rHTHsLGzPdaG8CG9P1QW/m7Jfvmk+2F1vx5KFmX50bf5D06w7q4Ncdtf6UugY/YUNiwtIX3LScOkqEfMljjTTlDusVlm98tnmSgCz6gR23bUF6u/RlkT7nM+YNNaz9xNBrVH/zBH9Tv/u7vLhrGj4Yeg0MfAY0eg0OP9DUggEPubQHQ2tzcrJ2dnTvvhfm6EoaEf05OTmp/f7+/xN2O00MNsPehi4uL/vghBzy67mYHIG23EQtozV09Q8GZu6hlwHonuI2ktbW16rqu3wW/iNiVXlW90eNjxgB6fe4+RoqDQlXzxywBLtFm8yipdWQTRhgGOiDIaDSau6coyYBr7lozWOmMBMhADIZsAm2tzC54fXx8XCcnJ3P84k4TwJehMc1g18bGRm1ubs5laS0tLdXp6WkPAI1GN3fjAMK4HkBFG53X19e3Mm7cFoIgBIW8Qy7H2kAK1AIScmc/37VAFurw+K2urvbBOj53/ePxuDY3N/ujxxwAcVucIUIGTh4rmTtiE1yCuEdmeXm5B+FzJ60Dbp4PyDbAXPLF/LmPI+yAovmZsmNHwXM0gWTu9iEwV3WTSeKsQv+MRqM+Y4z6Df4B+NJvAi2j0Wjufhl4mI6ZA/4uvxVoYfzX19fr008/refPnz9Y73L/1tnZWT+evpMneUg7HTQn8Ize5JmWHjQQlo4f88Eyw3z0UZ92TKkfvrXADfqVczEdQOsL+GAAwOAqz7ss+uD5aMDI68YQIMo75nU+MwRyDjnbQxswWkdgekxyDuUmFDvw1mccjwdoDs8MmABYOujM536GOeh+u20Ghzy+CYI6QMDnCfivra3VZDLpA16sbdbpaa95HUhAHh61QDV/53KGgNrkt8kgs4MpUMt+tI5Mcvu+SmqB1v4uQSLrA/enFXhwOQk08b7BwgSrHBC33PEMa4czWK+vr+c2yhhsdQB10W7ylBPrxPX19VtjY13j9bUFvnmTV6tOg2MGvG0rWM48TthSS0tL/XrKcdQECRw8dgDE5Xj+J7jpAAq27Wg0mrvLJ207wE3G2zrdffGaZvvG8zcB5tYYDo1ri6x/GF9OH8hg+33KaumH9NfMa9t8GTRBP6Y8pc4wKG/9x/u2rRcFiSjLbTWfU6dl390WP5drBmRdmfZ+S6943XBdfJ99yvda7V1EyYv7Uuq+qvmNavxu+fJQ2ipDZF/zfdo5tFbSxhz3XGdTRiDLUyuYYbvrvutf2oi5LlQNHwWa7XwonxITwSezrcnmqNygwN+tQIpt3ewr89InG7CpINcZ61PaZ11uPQ/ZZ0weu9zWWp5jzzPYbbbp3AbbV5YB29BpW7R+Ur5WV1frL/7iL+p73/vevcf155keg0MfAY0eg0OP9DMmwF+AcXYhL6L19fXa2dn5UkGJuyidB5zaoWPT8t3z8/M6Ojqqn/zkJ3V0dNSDESzyZG20AgFJPnf6LlB1PB73i7t3Y+K4Aqrt7e3V69ev6+TkZA4UtSHkgAxAM46NQdnRaFRbW1u1ubnZg6FDzsFDiHJYkA0oLeIVd8dg2JydndVsNut3+OLEOBvL9y05MwU5aAEOVbePy8O4SnCDMZnNZrdAe2cxeceod8TkjsIEf9IIclt8EXryN50jxhPZWWQ4eRe/gUT6bkdxPH53QX3Xdbd2JTGuBoSrqs9I89F9mWni+gzi+h4HyxJ9wRDOnUO8n3fZGOC1DGJcGgj1vKCeqpsj9+hn1Q0wNZlM5vh2fX29UN8gR3kcVFXNOeee89kP884GeGuO0U9/noB1GtTIcwITllfPs5SznFMGsCDPEe8ItnxRBvxm/qPLkHU7iQTquP9oSOdwF5bv9Unedt3NvTLMFYJ4gOiQHXDrAXTg1tZW7e7u9t8xt30k4BBRxng8ruPj43rz5k0dHh728tQCN5nfBhAcUL9LzyP/zsjzmLB+u5+pOxKQd/DPzmruVrScJZju4A98T11qpzOPTczgU+4mrpq/Yyb1bGvOJd9S7vy/1wrsAwMSudvRup0f60nPjzwSzTzib2cGAhazRqNzIPehFdxxJi3BQOttrze5DqZeMcBt2TTgwrz3rmOAf/S4bYIWcJugpHcW0+58z/olg14mgxxD45/PYndlQMg8TznLsvI7f59AnUHhFmh3HzvVOsB6O9dq89U6zrYq7y3iZ4uvGfjwfLT+5bm0bdFHefyj59tQAK+lbzwPCF6S6Y1c5tGrqVeQO68rlj3sffOTtjAvOFrZm3JWV1drc3OzVlZWensM+QbA3N7errW1td6/4chR65HUh57HbpN9Ga8VbAphDUWPsZYbNKyqvq1k5foIW68lkMeFOls2d9or5nXrs+xfizwPHkJeL1JnZADQ/oSfT/2a7fC4tPjlvvs7l+N547noZ7zGtXRLzhfbmLmO+2/zwDbnkM5MncT3qZNa67cpxyT7mjZxq88t3vB9BttadZqsjyzD/qzF76T7ymm2Oe1sxj/laNE8cf9a75p/rXYO8XeonWlrpFwM6Y+7ZMPvWq4tq5Zr28duW+qNtDcsJx737Hf6dGk/um8ZlKFO5qU3uQ3x3++2+J8+X+pm1mfzznPXvnEG+of0t3kLv93nqqo/+qM/qt/+7d9eOK4fCz0Ghz4CGj0Ghx7pKyY73fy8rx4Yjd4FJXZ2dmoymdzrHQAwFi6DPvn/UJ3exW8QmswKMlT29/fnFkbvEnOWR4vG43FNp9M+qwBKEMyLpxcyEw7R0dFR/0PAK0EKghSAsXn016Lj6ZaXl/tjgDY2NnoAvBWAGPrb2VMAVdx1g9HC/Qnr6+u1tLTUZ8IAZuXOFcrhh6BXVd0CgHL3MGORGUI2mJEHACayU+Bl13U9kE9ZOPppODm9mzLdpwRk7ei1DCwbNjj9gImtenGsDQoYVMt+b2xs1MbGRlW9OxZrb2+v3rx5M5eJZqc0ASD6hYFHv9nR7d1LudPTBqAdXTsdEIBIOrZQAhHmXwJVBpYNOnm3vZ2X1dXV2tnZqc3NzYUOz3Q6rdFo1AeNu67rQRcCdWdnZ3V6etrvzvXcIegw5LQ524UgxUPBCANY1jv+zs6MQR3IbU6+GsS1AZ9ANv3IDBtnoFhXIid2xCzXBE7oFzoBsq7nf+SzRdSNznn79m2fseOMFz/v+WFHDX3FWuD1x45U7rL2PR/Ijnd2wxOCWnmUJmUZDGwdOeofB18sM7SDIxLH4/GcrjfACj8SAGgd3ZE6D5n0uOY6Z0cyx8Dl+BnPMXg09J4zsfx9C1Rszb0hgM9zwyCFZcblO3sn25trOGtNCzRrBZcsownQt4jxo15nkIxG85kI1uND2RFpo9EW22/WP6m3mO8OCmV2nI+XREZTd+VYJbCX63DrGX/u/nj8W0BOrm8tUMtjkuC0y0RHZF8SsPL7lIlMwhP0W9abYC1lMR6+x61F9NnZt7zfAjUTBEs5NVjk/qL73OYMClhGW2Bd1jcEsLpuB9IzQDKZTOY2NuFn2EYj04i7mjxv0Ue5vqYMoNvIsMWW57vj4+O+r7a7WrYx/pBt/NxEk0F68x97bGnp9tG6Cdaj7zwe1Mf6y5xeZC8jz9YTDrBQj/Vj2hq5FrqdfseU/GvNd8pptdmymLaU30u7dQggHVqbsm7Xn+OHjFmPZr+w7bxBgXaZl6lvW0Hi5BN/51rs+Zm2QMpia5yH9FOOxaJnLE+01WNHOdZt5keOQ9pEHo/Ui632QOZJ9smfJ+jeKj/Xo7RXWzaQdaaPi8/NHkPtb+l1aKj/LrNl1w1Ra13j/5afl21v2U4t/WDeI6ctuU2fNT9Pcj1D+mXItsn57+dznlh/Uk7qxaQMdttOoH9pF/EOegR7IgNU6BFjEWmz3TX2v/zLv1x/93d/t/CZj4Ueg0MfAY0eg0OP9IEIJ9HHUCXg9iEJAHZ7e3vuroOjo6P+noz7ZN7ch+gbO9Dy/hWO3LFx3trhX3WzmxtQGicIRxDC+WOnOEdN0R5nCHAPw8nJSR0fH8/tmFt0X9F4/C67Y3Nzs2/H+vp6bWxs1Gj07n6X4+Pjev36dZ2enlZV24Di6LDx+N3dKs7kyd3gQ86SDQwbWxiJ9IXMGN/BchdxDBdHOXmnNHVRrzOh+AznmXFgxzQyjjMEoO9d0N7BaCDVx2RRPiABmRE5l5CplqPs/yEbcQTZuM+DPjtTII2krut6EJGABUaWj5qiHPoNcGQD30Z/BggNfttgdj/tLDoDCOAEOTcYYj74uyFjHmDGGU0eF4xUBx6R8cvLyxqPx7W9vT13J5f7wWez2awfU4LCPs/d5WWGiMF9nsdI9hFgecyT5SOB/iGyk2jwqgWm4NjSvwwGsXvfwcWLi4tbjgz1wAODOzxrgDyd7RbI0XKW+Mx9GXrO+rd1dCTjcn5+3h+XmEd2enf3kENoHeRgR4v/Xmsg6x7rUcui5yS8RYbMzwySJOiaoL6dSIPxlMM6Rr2uO+sx6Oc2mVfeyJD9NFBmvvEcdUCWoQQyHSRaBMK4rZa/lj72d95QwNh7g4b50iovx8ZzJMclg00G2LL99DfXA+8wtSxYv1sXZxCJ+ZYAw9AYeY1DduEZfXQANec1spJBZOTSa5/LtCwyp/g+MzRa6wk8HQK4Um48Rv5NfR6jBCRzDiZfDTxCQ8E95BB97bU8nzcARB3YKzkn/LvVd39veXDw21kQmfVgnZR6DjI4ZB4satMQWWdQlsEtyHx0+dhTzgqyfmUN4Lhk213MTzaNWDd4rXRAttV+89pBZXiZR4nlhilv5HEA3XOXNc9lMEYeO88jH0ma91FaH2bmljeFmIbAUs+zu2Qx/RO3l79bmWT3sa/4O20QyxT9cn0+ZcBH63k9yTmXvKBs97PVzvzcOsV2Cv+nTFTdbNhq9dmyQDuwYT0vrN+HMo9tV5gfQ/oxQechu6PFlyyL/++ac7n+piymXHscLAPu5yKd2mp7ypzb5PmZwRTLg22krJf5iw7yeOY8sgxxbK39K2TEtkfyNNcczwPLeMp6S7YX/Z92oMcOsu1jO81+rHnb8llaeou2ZnbN0Ngv0m0fmjye6Q/YB8l+mVdJlOM1JetLGxS7roWVpJ9zX/r1X//1+qu/+qt7P//zTI/BoY+ARo/BoUd6ILE7jB8fl/NlaDS6OYZtfX29zs/P6/Dw8M5yvWMMkPjy8rKWlpb6oMeQczBEGCU+jmCo7qOjo3sHwDAgyLghC8pHtHmR8z059MvHoRlA9SLIcX2LDMPt7e361re+Vc+ePautra25O3ta/Hjz5k39+Mc/7o8lGsOVLNwAACAASURBVCqTbAgTRlDu6s/sEEAl/ne2g50B6nNWQR65hVPZAhq9WxPngaCWDQ4HCKpugoRHR0d9dlOLMGydKWRj2v+TDZWBEBs91A3wZqPZRm8aPpRhp8PO95B8YNQDauD4MudtoBqoph0eZ+pHJtPR8DGILTDSfUle+LeftUNgUKMFdOR3maFhnjjzhCAlOmZpaakf79aPA4nIqdvL3DOwxg+BI8bfY0RbfcExZN2YfLUsJeCXjk4Ci/6c5x1gRXY4lmZ7e7s/nga93gJwnInpI9kya8DybGcD+c55kHW1AoR2pCxv6QTyOXynfOsqy7Ed7NRDLtf8bDmnrUCR2zgEQrfmhXlmIN6AlndjOtjibCqOImKdbLWBdynXGZcGhQA8nQXi/hsUog/ItcemRZS1aIcp7fSRhul8I5+us7VT2232mFFGAoesSYxjiwcpDwb3LWstnrkdllnLuec9NlfqqCzL/DOvkm9uDzo5d46bF0Py6nlPG3Oeei3K+W2+GywYkhtsDMAq+JvAnHnvMTNQn+t/BvSQj9QRzJerq3f3u7R2bbd0CWRbwqC7v/c66XvuvHYwP912Njhhy7JOXV5e1v7+fh0cHPTBC7c3AzYpL2m38Bv/wMcq5iadzC7z2LeAKfMv59vQ55RtveFnnRlhPcB75jn3LFpOcv7b1iVT0VlX2c719fU+2x7b0nzl+LcMZrT0veXFwSHG1UFD89l8b62z1AM/Wnw3r72GJL+pP8fdn3vu+rlFc/8+n1uvpv1rndFam3M9z2DBIvslbVHkxjbdXcGpqtu6w2sG36dd7vZnIBGdzrqYgfQcr9a6QTmTyaSWlpb6DZ/4gdahGZhIu9t9bFH2275D8sjv0M6WP8G8Nw9S/2Tgp7UemL8mr9+003N5aLyy/fzt8UNfWAflume/je+drWVemk9eb7ONqTugnOt39a3Vz/s833rWus+yZD54PFMWMhCaGIjLvY+sul2Q18y0yVp/f5Xk+Z0yzNxNvjk4zHv8tj18ly71OzzTkjF+2966D/3gBz+oP/uzP3soS34u6TE49BHQ6DE49EgN6rpuLgDknyHF/FDiiCpnx+Tuga7r6uTkpA4ODvrL6wFXnSUD4UACuFe9W3xwXA0mL/rJ3Sktog1pTCwvL9fm5matrq7W+fn53HcbGxtzx0WYeNfHiWV2wqIjOLqu653kobZPJpP69re/Xb/4i7/Y32PxUDo4OOiDRO4fRP9t7KUDushxubi46Mf2+vp6budgqxwHgzhCjewKjlPCAM6decvLy7W9vV0bGxvVdV2dnp7W1dVVTafT2t3drel02vOVLKqzs7O+znQMMXLyqK88ogpn/+rqqj+OLftm3vjouTQ8edaZZLTNTgX8wujne4AEdqfS1qurq/5esLvmvceBoOz29nYPfBwdHc3NXwxkHyMwRLQH3nJkiO9vMa8YB4O8yIZlyMbmUL04TQZ7VlZWanNzs5/HPvN+NBrNBT+o6/Lyso6Pj+v09LQP/vgOjxxvOyoE5QCdDMRdX1/3GXEEi2yQG1hzxlHulm+BYu5zSy/nvLaTubS0NHeZN33iKLMEyltZeENyBj/tEGXAteVoZNsXfZ7Anp9x/a4z/84yUw8lcOB+tIIH6TRRVguod1uHnM50WvnbTn7WR52teevdyw44Um9m+vgYIXSX+0r/7UjnOrCoX8kP5DzH1HMgdW+L556znmMGBTxnWll6GQAyAJIgRYIS7lfOSz5HvsiAHI1uLnX3GmEyyO1yrddb/PR4tNrDWtMCx6nXPHS2mfVMynMGgPkM+4+7E1vjily5fvPWm5QyG+Xk5KSOjo7q/Py8tzdXV1drMpnMZceRKWyw7e3bt7fsJsuYQcUEVi4vL+fug3RmqEGTFhhuuydByNbOf+Y3m5IchCAQjJxznLDtB7JDV1dX6/T0tF69etXzLOdu8p0jKE28Q58tiwlkpkwaPMv5n2vvQ/AJ6wO31wE424QtveIxYh1MnmTAgHU/7RjmLbai51zLFmDzFTLk5xNEo18ZNBwKdLu9Hie3xXzwOLucIfAu7Zb7jFuOl9vHb49j6oQk2weWQ29YaI2Ry+d31us+2UZNWy3XJftzuY4nr+w/tPps4H/RWmsZGeJZ2tnWbWzOS//Mc8Jttb1pHjkg9z60aKzzmeSTQW/IGXuWE7ezZbdlO+w7sjklg48pW5Y36z33I+dASw+25thQoDdto1a5LfkYwgFcZ36WcyTJc8LP3beenBf+PI8g9xzIAKHvHQbPyHHyySrvi60NtfdfimzDYP/wWdWNL+CMWNakPO3Cusfr6JBsQGlDtNb8u+TI9P3vf7/+8i//8j248fNHj8Ghj4BGj8Ghj55ms/nLeMnA+JBzFRCaI8scvBkismRoz/Hxcb169ar29vbmAkJDlAsmoO76+nq/aHkBa4Hudjx9Pv3BwUGdnZ3NGQGAotw1UjUPjFUN73i4urqqw8PDe/UrCWDVO/lw9lZWVmo6ndbOzk79wi/8Qn322WcPOo5tiGazWe3t7dUXX3zRA85kM7WO3xn6m77DV8ArOzreCceing5tGsAAMziymXXge13g4Xg87ndbOjvOxncrO4b2w+vJZNK/46O3qm6OGLm4uOgv7aXfgC5uZxovyKrva6i6udcLI4zvDI4ZdG+BeARRu67r78AZIsq0UWsQAd5zbF7XdbeykDCaHXhmHAxw4FDRBwMq/DijBoPcvGOsHEBBjm2UUm7u2iOou7W1VWtra33AJnfwIreTyaTG43Gdnp72wT8TwAxjiW5kLgPg0icDdsg09fnIs3Q27Ux2XTcXiAdopA+z2azXZePxuNe/HImY2TuQ+eVsM2g2m9Xp6WkdHR1V13XN+2ssN1W3L0qGXH8GOt2eFsCagZcEbvxOgjl2erM9LcfSoAB98/jBd2TOY5o/Leef8fVv5paB0+xTEjqNOZJ3I1m3eu60QGVn27ac3daa4HISFORZB9KY6yk7LXCkBXSkjLQADL9jSsDX9baCdK6LZw1g2z5xe/huCPxMmbb+deaHwUv0DBkD1qmUbd2KDnZfDUbRB88p89H/DwWwWn03z8xTflpzhPnmI1r5Lo8EbZ1J7zWVgIbtBn7Qx+gKtzM3f3CUDnxjo4XXmAxyoautExgnZ4vSX+sGjw/PsfnK7UhbiGc2Nzf7zVncI0iWUgKvts0sX6n7ecf2D/evOTC3vr5eT58+radPn9ZodBPEJIPUdrg3ljgrq2o+eAnfUmd73FJO/f2QfKad6XmQwU+X67HLeZD2TK49pkU6izoy0Jz+TVXdqtNjPARSWvYYX7djiDfuq9eS5EPq/yG6CwjN8XImR9pH/n1XeS0wHT5Yt0O2LbLO1v9ZT37nciz3fE952Vbrzaob3bC0tNQHZtxeysm20sehtck+QGt8M8iV8sLnrfW01ZYWf/PZu8bWvGv5qFluy4YYssPcVr5Pm4yxcrYmnzkIQX+xrZC5VlDc7WPu872zk1NuH8Kr5FdmWVuHtHRW6okWn4fa05KbpBYvHtq/Rd/lHM0MS48rmzpns1l/ckaehuB5+mVP4PkmkHWUeZc+T5Lnku28+4ztl6V/82/+Tf3N3/zNV17PN4Eeg0MfAY0eg0MfFWFgEEzwnSEfigB2AS25o+U+dH19Xfv7+7W/v9+DVBcXF/2OexYHgMvWDtiqunXZsRfujY2NuXuK7kss4MfHx/3CjxNKMOLJkyf9Ir+2tlY7Ozs1mUz6MshAOTo66p1kMlIeSnk8FSCCMyVWV1drOp3W9vZ277j7eIrMjPDv+7bh5cuX9fnnn9fx8XF/15MBLjsKLPoOqhisGTLOum4exB4y4FuUoF7+D9hhcJqgRSuLwTv/AVZ2dnb6nbZVNZcJR3/JKGHsfSfTXeQ6MYoMkvCM+Z0AeNXtnU8Q8pLH/OR4OVvHwSDvmPfYAPTQPo5i293drSdPntTKykodHx/Xixcv6uDgoJdfwDaO+jNA5nF1XQRHyE4ZApGTpzbo7bi0QDh47fljg5Z3ABNdhuXOju9sNpsLSubxexk0YQzQs85GHI/Hcw6jd8C3AE+exemnLAfR6Q/j74AX7eGIGpcLzwgap8FvUNtjYFm382/wxSCIv8ssp1zXHKThvRY/DDy4DenAuI4EF3xfVd4NAL+d6QVP3GaDsv7xnM9AJ+AKgEMLsEod2HVdP06eL5SXwGaCnvmZwdmcg+aRyfxDl6BPLDvmQ8pUzuEh4KHV9gRUF4GJLgeZ8HpiXrvcRcAH72VwD1uD9ZwxhcfIGQFigu4eBzI3ySaynqiqPoPAvAW4n0wm/V1aLXB+yHYEmKJfuZPdPGnJAGV4zXaZCRINgYR+H5lkDUPfwFvffcdzDnL4fYidsQ6spozQl5ZctAJ9vo/LPG4FQa0/4E9mGKMXkSPG1Rsu2KDCZp8MorkfGYTI7+Ap9gSgV9rLvtuPY0jh/9u3b+vo6KgODg56H2VIhxgoTRmARx4Dr8uWlda4ZVmWO8rJdSLLzfFqgZf523LS0kWWH7c5f2f9LT5k0Mjvu1+LyHo6ZXSoTUN8Gvos2wbl+uRAufuX76dP4M9az5qur697WzP7nWuTx5znFtXh34vA0pRj97/qxnZcXl7ufZLRaNTbmegx22LMWeS6FYBYJBPWu0Nrne3llAGPlfWM54R9xdZcavG2tdb789acSH8YHY+tNWR/wNPRaDSnk+yj5R15fJ+b27weuA4+T7sQ+4+x9mZRr9lu/9B8TcoNDfm3qSUjQ3JvvTpkG6WdnXqPcvjdsivc5rQxhtrb0uGUmcezpx2Y+rxqPsCR/uV9de3PI7X4VjUvM9bTQ/L7VdFv/uZv1l/8xV985fV8E+gxOPQR0OgxOPRzSwDSGQj6EDQajXpnLn+GjIW72rq3t1evX7/uDSEAiUWLJU75+fl5f/Y5l7sfHx8vBN45nsmBkK672dnOkWPT6bTW19fr7Oys3rx501yIdnZ26tNPP71332ezWX3++ef1k5/8pA+oDJEDOoA6XGQ/Ho97p75q3oja2NioZ8+e1fr6+r3aZBqPx/3RIAaXTaenp3VwcNDfvwO47z7Cy7x8vHWPCGTQ10Y4QA4GVO7+xVgDHHPACUOcsSRzJ+WDcryLujUeKysr/TEyPv8+ASkAGgfCGC8Hb9y/lqNOnzPLxeAPP8yJFlCCY1h1k0m3vb3dzCYDBHMg1oCTs+Fa4+jAkMlHxxD0ZewM7jvrJYOatI9+eIc07/pSdBvg5h98X1tb67N9eC+BUAOFBu09zpa7BDY9Nx2M67quz1DjSB6CPXzHcYYEnX0Epx0QZ6fYMbQTa+ObrCXzD2Ob4CcBfsshMvbq1av653/+59rf36/z8/M5uWD8LRt2Ym3op1OFLt/d3a3Nzc3eKfdxSsgHfLNzmYBQAhCWN+TcYFyC3zn/skz67ey4DHbQPgOndoJSH1C2d3haX7WCLgaZHfRzn9GhfpYjsvjedSVAZX08BCL4PTv+vGu+Db1rAMhAUiswMAQcm/cGgYaAK/fP87bVPr7LQGIL5Mi1JN/PMWIeI1P8GGz33YoEl9fX1/uyOa7viy++6IFAxhWZH4/Hc0dWwkuPPXpleXm5z+hIh9zAB8CXgx357KKsDusQ6s8sQIOi1umWa3ibssx3ziCFcu3NIHLKS64D1mdeFxMwTZ1g2aHdLV2wCPAyWOU6CB5ubW319q71m++x5MjcVv1D8yb1QAaP4KH1YisgwfO5o9o2Y8oSzyX/cl1xHbket/hqGwebyfwYAgwT3GvxymO5CA/J9WuorBZ5TBL4TRvVf3vDXK4vrWCw9eP7gJpDYGDavkPPmmh/yqht8cy4T31BGbkZi/4xV/DZmPvIWCsjoEVDc9n2C9/n+pDjmbxMGec53kUve2MTlHYU423+WD+1NmBZtj0nTawTi3Razo2hNTv9RfPKm9YyKzx1R9rrVfPZmy072vPBfW7Jb6uPtBG/1eW05lPqrOSXx5jPsDf5n/XSd5TiK5isAy1LrLNel1rt9Lyxfk68ZUgGvBbSHuuA3CTS0s05Rh7Xlm1HW7yRYUgOcxxdpvvekgv3y/XmPE/byM//LGhIf7Xm6fu0qWXD+O9cxzLA9rOkf/2v/3X9/d///c+83q8jPQaHPgIaPQaHvnHEomWQrPXTAmwfSglOeHffIuek6vau7NYPF9ceHh4+KJ0WsH9ra6uePn1az549q9lsVgcHB3V4eNgvyqenp/3/VdU0dqbTaW1sbPTtsTMB8MxdNNnn8Xhc3/rWt2p7e/te7e66rg4PD+vVq1dz/SXgAwi/tbXVH3ECaHtyctIf9fH27dtb2VQGfsgoWF9fr+l02gPKd40bAGzLKAKcMiibjgrHy7WOMCPLIAFLt4dnMFxzvOz42HnGiHdZgGYA2zhvp6envdGMs2eAL8sFdPFdBlXz4HfLKDU4ZafPxvFoNH9HFg4Chi6BJAK8i4KI9yXAu6qbI/sIdm1sbPR98904BBFa98/QXvrMnHv79u2t55Dps7OzOj097Xlr4BP5GrIVxuN3O463t7drd3e3b5ePD0GOuR+CMYd89FJmJ+Qxf0OGqB0SZ8u0CLlEf9LWDCwlbwnC0G87cwYPDHi2MsNM6JSHBvKRgZWVlTo7O6sXL17U0dHRnLOIDvUxSPTfzpbnADxwxikAJnrXwA6OLAF8/k9nkXqQdYNcXicNKvFe6j/6ZYe4BfTRF3TteDzu2zoej2t7e/vWhgQoQRXqWFtb6zO2mBvogtY6n4GudMiZ/5YhZIux4xkHDF2XQROPc5IddwMT1ostcLAFfrRkOtcBryv8bgWyDHw4g5afqprbdGFeAB54R3WCx5YRgzVuW7Y9s5wdRPfazngyVxwUh28XFxe1t7dXp6enVTWffUig1SAp444u8fFgHjOvafTFsjKZTOaCSBlIpA2Z2Zm/4Y+DRLbJ2ARB3/jhvkIyX1rAskHO5JvtxKpaKN8GJBMsuytAkCDSImA1ZSrJfUKGCDD6GEjGdm1trTY3N2tpaWlu4xjrtee5+ec+OWhmQLbFI69x1uHI8Gg06u/BY2OGdZjrN3DnOuhzZla3yOulQcYEkK3z087N8VoE5HrM/W7yON91gC3rsR5InWe7YEiPJhCZ76feTgB3iLKsqnZm6dB7Q5/neLudli/sdN/PybOps/k8xy8z9vid2TNQa86mvquaz1T3etvyH1pjlvoqdUK2y/PC5bkfllHaZ/6Ytxk4q7pZG7CTLdOWw+SX+3gX8J36M3lDO90H+2usFdjNftd2SGYC2aZPuzIDYjkm96Ecz5SXu/rsAAT/oxMox5ktGdzOMcp1xGOOLHljEz6Wg0zmX8r0kLzaRsqx8TP+7flu25v3PK5en2xz5Rz1msF73szUGrf8zPJ115we0vv8btkcOW730cnvS6252ZqrH7otHiv+b82tr7Lvbgs/v/Ebv1F//ud//pXX+U2gx+DQR0Cjx+DQ15Jms1mdnJzMHePUMm4/JHGMk0Hwu45eYwcKgD53hyzKvKh6Z3idnJzU8fHxnU6Dz21dXV3tj/Ha3NxsZjzMZrMe8Md5Ojo6qlevXvWgBW21Eby1tdVnD0Bv376tvb293qFklz3HNX3729+eOzKPYNfZ2Vm/W3NjY6NGo1GdnJzUF1980cymoK9bW1s1Ho97MJsLjMmgwpFPA9YAKsYdCyqGMtkGOE+Mr++bajnUBswdnDCghsOPcw9oZaDdC7wBdYApAw0+w5+ybTgtLS31Y+GLoA0UMx5XV+/O+z84OKjj4+NbdwcYUHAgiv7ZIPN3NqDdJ+aAs1daMr21tVU7Ozu9DAOc+Di6s7OzOT1g0M3jA29whFq6AvnIOd113VyQjLYQXLRDmAYrwVNkajx+l3nz5s2buaAWcjibzeaCtUkc0QOv/QPfyWYzgMJccKZR/gD25J0oNuIzsAKo4Huv7HhUzQNgBHMyiJd3T9mgduCTz+gL75rvPt4vg6fMHd9B5KMqcgw9rwlgeKwNzhCgOD4+7jNNLIN2QBP45DPagdysrq723zPfqAed0QIavCYw99F5dibgFeNx3w0TzqBhNz3yacAWuWZOIWM59swReM8899heXFz0a1xmTnAvh0F/9PbFxUV/bJgD3Rl8oDwTPEeuWOdaO8i9rrRAR8pzsI1yfaeY3zPQuwhQr5oHE8wb/s65YKA/dXeOM++hV3y8IMG4BIoMGOVxfLTJQbhWG91+5n2Cvl4TklgnIOTVx8Qhk/QHewCemjdsjvE6bbKecl8ctDE/+Zu5yJFlab9Ynnie9rUAFdrhwL51tJ8dohboMARcWsczZxMohM8tINttNv8s5wYoE/xljFogiXU89hLPVtXcWFhHm/8J7PEewRvLZ4JoLjPBcfPB8442YhskoJagk7M1EzzKNc3rcs5VZJy1Lv0cbCHvrG+BlDnGntvmF9TKPHM/vW4ZLGVcLWMJBrs+89L8Mz8z4JSUOp25exf5PY+RAV2Pm8fMQVjbe6nfsWvRrdj8lAGf0LuW6dS1HgdsOsrwb8v7XeT+pvz7e/oDbxn3VrA1weyWDCUQ7X6mjFjGLNepW/3bMumAgee++deiXN9pf7Y351rrOf+dNi5rG/UtLS3V9vZ27ezs1Hg8nvPPeO7s7KyOjo7mgh1DdXoeZb9a7V302VdBqXsXPVfV3pSCbepjif0548SazpGzeaffogBmS2c6wFjVPpo35wa6wHZVrmn29XMTQNrKloHsg2WU9y3LrTn2PmM3Ht/cC8b/1lPpuz4kKHlX/fexm0xpK1Xdnhv/kvPhoWRdbRzq3/7bf1s/+MEP/oVb9/Wgx+DQR0Cjx+DQ145OTk7qxYsXHyTzZ4jyTiDAtRbh9Drww98PXZTuExRi4fWRXQRaNjc35xzWBIr8mYMeZLMAog0RhuT6+vrCZ7e3t+vb3/52f+wcgPjh4WGzP4AurWBW1buMiqWlpTo9Pa3r63dH6gHCklVEUMlASNd1PUg6Ho/ndvdDNnRxhC8vL/vLgYfAfx+B1gLq0pkiU2d1dbUHnQ3GJYDjnT1Vw7vA+Q4geHd3t3Z2duYcezsyVTeXa5+cnNTnn39eR0dHt3hux2zI2Mvd5A7GZQA0jbgWOSgHEDudTvu7qVZWVvo5MnSkIoAlBnk6jzxTVXPGcAu4figRnJlMJv2xjARVOcrxiy++mGsPsru3t1cHBwdzmYNQ13Vzu+HJ6nKmWWaNtHYQ+4x5A4iZWYT+qrrJCjAgS5syyGbD3HLiZxgPeG35TyDSBj5ggccud8Pxg8HacsjhJZkHHAmJ0wQ45qMJ6YuP3KNeZwPZoTa1dLHHBr3kY12YawTa3759W2/evOmzHdw2eGyniTFlTbIDOgQy2vlKJwdH1RfSX11d9cf72WlkfBzcoY12LBkH70539q03G3Dc5eHh4dw88JGwHDvoQB3BYwNFqZ8SCEw558eZdPDEbWatgYcGlxOMy2wX5i7zwuOUjq51qGUtwUbP9Xw2s4G8tsB/zwvWOmehtUBD5moegdmySZaXl2symfSbTuCxwQkH5gFeGEPWStbWjY2NueAdcm+7yvLnttNu+ptruo+2ySNnzHsHfZCJBOycacVYe1OGf5hrtgfQrwnS8bdBJIMxGUBLcClBJpeX37s/7j/jiv51QIrvDNajjx2kyUxFj7nb7KC0gWP0Z/Il1zzzMPvmgAXlmofeMe6+53uU5bmfgDzlo78zGNNaw1yOyXMsQTjPvQwOIWep963zMyPe60/OIfMqgxroaW/QYA3hiEcH7ABYzb+0ixNQR6Zaa6/XR565urrqbUbz1fOI8U1QNdePFnmeGPS1XZVjx/OWV6+po9Go10n2OeGx1xZk3T4GbWEOWvZZt2y7eR1iHB6CWbmf/G71P3UStkNrHfN7LXkcAnTv027eHdJ3rjszi2zruj/JQygDuGmPuA77Zi3d7PnW0gFem+wTOEDOfPBJGWmj34VvpC5ZJOfu988SB035SJ2FjcoGFN9jlOu0AXNvNhyNRnP+mv1ky4P1J9QKnNNu89DfWzf6eT5j7CH6kusM8uN1fNHYpB3hevPz+1BrLbJse3Nsnghke9v9u6u+1D+ew61+tOT4vn0zpuO5Rdt/lpS2ofUHbWrpb9aOP/qjP6rvf//7P9M2f13pMTj0EdDoMTj0taGu6+rVq1f15s2b9y7j+vp6LhhSdQN+susjd6GmQqyqPnBgIOLL0PX1dQ9kLdIBLBoYLVycOxRUSZrNZnV8fFynp6c1Ho9rc3OzJpPJ3DNXV1f9UVNDhBGcNB6P68mTJ/1RZQRxRqNRH2gzYHR4eFhnZ2f9+wQ4MsDFkUEG1AhuYbQY8MMAwoGnbgOvjD8Ok4+OyXaY/ysrK3MXUDuYkwaWQTJkL48Es+EPb1o7BVtkR3s6nc7xbdFdV8n72Ww2l8Vixwq+G7i0I9Zqk7+zg4UjmEEEA5QY484QoM3enW7e0QcfhTWZTPogSiurywa/HcAEQod477KsQwwaJYBFANPya8cA+XE2jo3VBHctz8hVCwyhTt5rGXrw3pe7M1aZTcT7CS47kHR5ednfBQQfaQNls7POoFM6iAbwEsy3s4LcZXaTwQL6mbKL/vR8HZp319fvjnPDcUbuTMlfB30MSudxhIAg19fXc7xEdlrBKOr2/DLIA3A+Go2aWVtJnvsG8/jbQLUda4O6Cfig+3xMnYF+HAzzaWlpaY6v6N6lpaX+aCwDy24bfUW2GNtWkNPgl0FnfieYaP3KmmIbAL4gF8g+/WUNSEfcY5aZmyba1QrC5Q9BNMYgL2hG3qiLuY9O8TsOqPAZMkI7vH7ZTkGuCPB4JysB9adPn9bKykq/2eP4+LjfJDOZTGpzc7MfF7/LGOZ9P+hOZ0P6x84442veIzPwnP9Tv3ve8DntGlofIWTeoIafcfABHZ+bR1prQwtkM4CagKJ148XmKgAAIABJREFU8/sCdLnetwAU6yavNRwbC6DN2GE3cYeJ1/6u6+YCPJY35ipzLUE8993t5e/WM7THAW36keAr4+Hx8hqWf5sntkWSjwlUG0xyG1rtHhoz22NZR9px1s1Zpjf2ZLCvqnpd3nqXz/GDrq6u5vTt9fV1nwHqYI3nqY9HTrvA7bHPloBhBkzwE1Jnt8DaRdQCZpFTjyF9aulX65bl5eXa2trq73rlmEjmCP1lfjgY5DZZ1m1TOGBuPn/IDZkG322T5frkuTuklzzG1nE5Vg8BXFNPJ6X9k/PfffT3kPvjulpzdyjolW1p1UM70lazvY+8wzMHpFt8f5/1AWr5J0P6rjVeXwYjzTV70fpsvruNrEm28/yM5YLPMqjhfni+uRzLbmsMkoe2XVt9clvS53N9GUyxnljEu5RJf96aG/cl+0aeL/mDfrO+GAoit+TX45TtTj3YmmsP7VuLV1nmV0XWLR43rxkph8Yx/B7v/uEf/uFjcOg/0mNw6COg0WNw6CsjHMCW4ZV0eXlZL168mAsk3IdwOAAP7EDa0b8vXVxc1P7+/hzAxv0e3olxX8LxPTs7mzME82djY2PO4fEu9aFFJj8nNTzB3fX19dre3u7TzaHLy8s6PDysi4uLuV1G8JQfAm1ra2v15MmTGo/HPbgDMGdaW1vrg1Q2SNIQzWPEAA0Ae1oZKuyyp1+bm5v9+fEYwpPJpL8s/uDgYO7y1BYPW5ljOFwcCQSohKzZCIRPPi4vwW7326m6rbHFaSZD5T73W1VV/xw7DA2q2OllPAE17ZTaYEiQY6idBttzV6b5mjuB4F0rC8/t9s58B2cYJxuEgO7T6XRhUNfAFLtZfU+Dj5h0/+4ah657tzv27OxszpHnOwc54YfvqKHv5q+DRA6QZXk2du0cGoC8q+0ARN7JauAFQIz6XDbvWk/auCTgSpDL+s78SeCCOZPrSAsIseNmUA6eZEASHTkej/v7OiyLDlbnPDCQ47lMtgT3pTBe6JJFd9YhwwQ+rq6u5uQH+aBNQ0CcHad0fA2geX0mmzKzKgzIWGe7XQ78sn6gY+wAuz/WxwSKWPMA1RzMNo+c9eXx53tk0UAgMuW11fMDXnijgZ2s1Ede1/gceUonlL6z4cTBAPeDMV1bW+uPC/URgg5Uj0ajXnecn5/PySE8cjAdHvsuIca9Fcxye5w9musCckEA4Pr6uj+6DZ0Fj7ANCCRaJhkzgmzO0muBWYDKBJsMwHg8EphygMHjYzmDj/A89Yplp8U3+kU7/DxE2cgFcmx5dfuQXdbCISAEOXb2kjfepN41JQCWIMl9QENkwse8+dhV2ra8vFynp6f9hilkxEcCpu7KcaM+B4iyfa1AXwKCfGbgJAMntqn5zrvEvVu8FVzItSP/tg5gzrbGmDZ4rnudooxWMKhFLtc6HL0zmUxqa2ur/5ssf7J9kF0yhdLmv75+d9Qj9zA6MOKsTDaWcWJAi3c+Rs38cV+cyQaPmDP2b9hY4LYOjV2Ok30sKAMhaXsl2Em/0i9B33gjHLqEPnpNpW222z2u1JNgofVeykL+TR2L9IbbschntYzSNpdhWU/bxmUnH7Mfd+mpHA/4wvhmGVme503Vbf3u9mWAshXkss2acpUyBOVGRQey046+D2/uw7chSl1tn9L+cqtOB1Aoy3LKc602Wh74nrmwqJ3W7y3ZGdIB/snxdpmt8fQ616on1xzev+/6m4FmxgCdUnUjM7lhwP3L9SbXYPtDi/jF+/m/ZbY1lia3I238/J3lDLUp9TNku37R+LttqQceojc/JFluLJfwhv46WOxNylW3N665zH/4h3+o733ve195P74J9Bgc+gho9Bgc+uB0dXU1d5QVQIF/nLFxdHRUP/3pT5uLOdkduYMdgOPk5OSD7Ha6vr7u77axg1p1syAQjDBoxI8dYH7evn1bR0dHCx2zyWRSXdf1u6Rxoh7Sp6urqzo5Obm1ux0CCNzc3Kznz5/XkydP+vtU1tfX6/Lysl6+fDl3lwM0Gr0D5J8/f17T6bT29vbq9evXffsMjDnzY3V1dW43QtVtYwkjgXaz0OLIObjnI2UIEOHk0cbV1dU6Pj6u/f393gCnHTiBAOkZxFheXu4DCjY0AKYMWnL0GUAbOyEN2qYBmIYj40IQiHmxtbVV29vbfaAFcLS1bhh0NPBu8CozGnDGMfASKGTMW/XZ8a26MaTgr8E4gCkfpVV1A0Cfnp7O3b2Q2QEeG4NJi+ZSVfVjgwzmEYOQgyx2wtOQT0c1d4bxHQBlZpoActsYR1e0gmEGLz3O/Bh8Zyc9gLuBctqbmRTZxwRFh5xbt595mRkNKSvW2W4DMkC2ly/iTiM/g03WEQbFcge325+BRHhIeemoeP6an1mmg6l2UOg7skcbnYFCnQak4I3BNvQcMgbf4HnLOUv9yg/99g5+5q5B55RtxpMf5hXHQe7s7PTtnM3eHWX5+vXruXvWmA/oKWez0JfM8EFfGTzwjk6DxXZ+00nzOuINK+57Vc3pi9ZuS8tLAqDU63lg55N57/PqU7+zCWU6nd4K0Fa9s4UAaSHWJ+4F8vF66AVk0OufMyfNb/rhLElkj3aa34wh6woyCcCLzvJajy1lXsHPdM4zk9S6xsFH2m0ZSQDd+rUFNBgUQXdC1pvIh0Fog/O01fLs+hxkhc+sB0dHR3O6zFlELiODZJZzZ25544B1RQaZvAHC+tq6kHcWgTnIG+Od9o8Dp+4XPPQaCc99tKrHZ2Njo5f9DAxZZlJ/W08k8Op11O33mpy+iOeV+2PbOMFAl9sCKD03HDxFVlw+gVEHD4aA0STLvmV8PB73+sZZX17z4IUDvrY/Z7N3wf2jo6M+GJxrvHngtRO95jnKmHkzV9pitpEceLVuSflFz/iulRbYmeNlefSa63GznFiGMqCca0xrg0zKrtvl39lmnk/g3eOfZZqGvm/1PQHFqhs5bfHUdlPafkOUdl3ayh5j6wTXncG6lGvrdveVMrMt2S7bu7zjQB/kcW7xjjq9QSHnKc/Z/842t+zDRXJzX8rxSjl3IJX/0x/A1rFPZvve+sR1UD8ZwV6LeTff4520d8yj9+UH5eZmLpd93zL4O3XNQ8rzZjjbRq2g0FBZlrOcS5Y9t+uufn1Isp/T0h2L+Df0HN8nj60vbDdU3T72/GdJblP67/7edj5j6eBt2iXW2+PxuP7yL/+yfu3Xfu1n2revKz0Ghz4CGj0Ghz4oHR0d1cuXL+8MboxG745tASTGofUC/vz583r69GlVvcvo4Vi2RcehPZS6rquTk5N+V1seT2XC6JlMJv2dLzb8H0JbW1s1Ho/7TJ/z8/M6ODiYq9sR/jTyUPLwb4jsyGKUbW1t1fPnz3unDgebwJSDTEtLS7W7u9vfV0T7eIe7hKpuHLc8Wg5A0MYbYFbuLAc4wfEjuJBBRcABX+q+t7dXb9++vcUDsomur6/7diT4c3p6WoeHh/13OJZVNxdRZiYKGSdd182BbQ4SedHGCWFnOGDkxsZGPX/+vL773e/W7u7uLaeCANTBwUEvp2TbcISix4zFHNmZzWa9o5/ZF67j6uqqD2waEKHd/gwgGLDaILeBaOqnvYCXBugTZLXsZqZHEjvsp9Npfx9X170LsnK8ooNWPlbjIYQx5aABvAZYoC8O1vhZAh35OeUge54PCQYYAEGGDKZgJMMz/kfWh0ASyqYunKsE4y3LkB3sDLAkgODv4ZuPGKIdzlSww2+nDpnJTBe+cx9bAAY8NBAJH303iB0hnFEf4+j2ud2UQWDbutZ3pjGnABY3Nzdre3t7bsw4+qbqJssGPuAEbm5u9v2/vr6eA/QAnsmMokzzrhUQM2Dso1m9sxzdSBCCzD3qZF09ODjoA9gJZKbMWh9YjmiTCV1u0MEAioMSPuqOd/kchwj9BR8tpwk8eR4bGHL9HKvF2gWQ6mCrg/iTyaTfIT8ajWo6nTYzIT2Huu7meCTK9i5+vjeInVm56GTPBYNT8ATZcDA8g9O876MS/R2bPFZXV28B+wa6Ww63gwoGICnfcu+5RT/gG+POXOA9eOOAno/b4n0f82n58b0qLUAxNzuls151A07SVzKB4V0GcDw+vsPJwCfUyvpcXV2tjY2N2tnZ6YOPZKJzvG4rwJE6Iu2E1jrGfIVfDipQDnOFDFvrI8sX5Mwd6+6UOQMlXlOTR17PDEJbxm3zuG0tuYUPLdDZvynfAUza4s0GvIOeB/zzRfMtQMj9c9224b1RxxsCfMRt1Y0947nWdV1/PByBTuvMFijbIgOSXq/5zr6Rn3fg0bzI8cHOchb0Imwm22C5ph3uT/qEzny2jKAj0gZeBNpabi0jiwDYu/pGm1MW/Iz5mxts4Ll9gNbmQJ4baoftwKTWegSf0dEZqG3JfqvfKZOef16/crzTLrdusnxa1yLTlsf08fnt792+fN/8GdLTHoch3qeNPvS837NezLk+VBf2IxsJ0Pv0x+ur10evZ60Ng6wlptS3tifvmvc/S8p5zWf+O/VD/t2iDKK3fL/7tMWU7/sZ66X7UL77vpS8Giq/ZZPdVZb1a6vvOV++rEzZz842p2+WusZ6kvb5vaG2tfQv82U8Htf3v//9+tM//dMv1a+fF3oMDn0ENHoMDn0Qur6+rs8//7wODw/v9fzV1VW9efPmViBmaeldJsV3v/vd2tra6o8vu+seBdN4PO4BlaFdHFXvAgI//elP6+DgoM9iyPlpgziN1slkUtvb2wvB6ySOd+PousvLyzo4OJjL3lhaWup3Y7eo624CWi3Dr+u6PvCTILTBT3b9sSjgANqoJyi0CFA30AOAhZHOvR3OrPCOQBZA77DzIgVwQVu3t7drd3e3NjY25gzJ169fD2ZOQZubm/Xtb3977hxvAEyyfwyY2qGzQV91A4x55zntJRCDA2uw2WCTg1vQyspK7ezs1NLSUh9wMpha9S4otb+/X0dHR31AKmUAxxf+wdcM3i0vL9f29nY9efKkJpNJ31YyAdKoPDs7q4ODg3r9+nU/L4cCDd7J5t2cdzl/5nsa8NzBRTCodXQcQGgG0Aw4Ip/vQxhiyIB3dyfQSvYUQApgKe20zuEYqaqb8+GZG3yWBq0NRO/MpZ/ZLgfg+cxgqJ1cwNJ0Fs3nNEJbfAJQSrAAh5DnLi8v+wDEol1utB1Q121J58DgeMqSAR/zmO8IeDiAYMA925Yy3wKIDKQyL+GNQdMc39XV1drd3Z3LhgCIZgy7rut3VXO3SwZlkdu9vb25zD3LlXfvO8M0edkK/uHsG/w+OzubC9x7vB00APB3hg3z1iAEvCK4x+52+uk2JshuIJdxX19fr9FodGuXucG/BGEcnPAa4bFMAIufrut6OUfPGgQhuPz06dPa2trqyybjh4A8vHF2DWNG0IE5wjqRAUGDVpYDvs8gxPX1TcYibWb8rC+QTweYPX8drHH5UEvXMCaui8CnxxXQyABwS1d5tzjPMW8pg/Hnb8YHG8ZjZ/mg/+azj9rzuNEezynrXGQpg6RLS0t90PD6+rpfj6znkFtn4BlMzbUDXrfAOI8p+oEgjvlTNb/z3vo/1wjblT4Gj+AaZWfwprX5JjcaeTzMC4NXyKrtDfrpwITXE5dvHZ9AmoHWDK611nH66O/QTw7K8Gz6RF7jvUmJunOetUDS1hqewSLWxar5zAev2WkTus+pe+BVq373KwHsLCPHx+PLM8ig1zLXn2tvywfwGA7Jhcuwjl0EhOY6lfpqCHDNPvA337n/afu4DM8l87qln+mbj4uk7ScnJ7fu2myR503yqmr+3sq04cwXA6O22apubObx+HZmsvs91L5sm2XEa5LLcpmpu/nM60ParKmr7uLfUMBgKChmsu7LgJjlIQNifq6FmwzZTtTpscxnWn+nzkrZSZ67Tf6uNf6LeHMfWlTGQ8l9cNnpMw/1Ied/lrtInr4ulGsCdJ92e3MYZbSCnambvP7dVc8QfmF94fbeh+eLyjQN6f+75vl9KNcPz83xeFy/93u/V7//+7//pev5eaBvVHBoNBptV9WfVdVvVdVvVtV3q+qTqtqoqv2q+n+r6n+uqv+u67rX71nHL1XV//fA137Udd0vNcr6x6r6g/sU0HXd/bT0e9DoMTj0penk5KR++tOf3htsPT09rf39/aai29jYqN3d3UFlOUSrq6s9YJxHliRdXFzUj3/843r58uWtI7Wq3inGra2tmk6ndXJyUkdHRwuVu++9GaKdnZ2aTqe1v7/fH13HMXYmjpXB8M4yAdrsGLpty8vLtbOzU5PJpM84yWwTEzuVHaAgCNDiTb4LEEXwx+eQY5SnM0ebDXKkU4YTCogK4InhQJCg67pBWSJQA2BKHWTqXFxc1H/4D/+h56ePxqu6SXd34Mp3LRH0sPHs8fKdSBwVBBDVoq7r5jJxkhxsSyMEh5L2j0Y39/MkQLm09C4b7Bd/8Rfrk08+6bPGHDBLms1mfTZOznOcQrLBbPTbgRmaQ+xMdTYG725ubvZH7ZEZ4XEiMw25Oz09rePj41tOYhJjwbxIx9G84nfVO2eTDMYEkU0G+jmKMsEIP0emCGAYAVECcTkXu+5m9/psNuuDfBsbG/0dZ1ACKgDI4/G4zs7O+nsAfKyK6+FdgyR853mcIA6ftfiTIEsGjQDPrT+sO2hzlt8yxOG7d3/md8xdB6zcVgeJso98Dghv3uVc8nFzvGs5c518xo5tH89Kds6zZ896/Wv5B1wFILR+IHuy67q5YAE82NraqidPntTKyspckJX2wjcADgIq8I5AmzNGaTNj52wxzzkCXs7s4F14yrrIGgD4ghwRVCeIYaAXmey6m8vu+Szns+cq/DcIlcGFFjCdsjAajXpd50CK5Yw11dki3iRgIJI5gFwBknvMM3iSIAqUm2ASXPbudjvSLeAo17gMPiTo3ppT/pzPnNFl3lpWGC+CYR4TxtXH2Lg9HnvLjNf2obWsNfaZgWHeeC5ln53NYOACmWWuwVs/3wpMExxg7rgc3nFwNQMjlIecMe9okwkZQR86OMe65bmFLkOPoUMJxNuusCzQduadgU76bHn12Pp9yxnv+/hP3r0P2Op+WZ78/RAwSd88D1N+HOSDD87W8DqFHmCTivlH38w7z5dWf7yJIvvMXDJ/0vbLgEOOi/mW1ALXzc+0RZKnaXeZMjDImtuyH1uylrrfbW0FSDIYkLxEPrN/+U5rnAyK5jOuP+vOdYj/kcUEbLHZkSH7T36OH69bLeDaASn0lOWH95kTqbcZR3hnW46jxZFPbN3M2kpe2T/No2s9tkP2v20Lj0kr2Ol+MBet91N+LA8teVtELf478OmxR79jb9G2HPdFNj689FpDf1OGEyfwc5YT84b2p10CP7J/1lEtG4S28LxPMLAd8SEAefc1bZ70NdzftD3Tf/X7aSslDemUD0UtPbeorvSr/HzyPHnE3+gQcABsaJ/uYv2U8puy6bpSF9/Vj7toUT131XHfeh4yri3MZDx+zBwyfdOCQ/95Vf1v93j0VVX9113X/S/vUccv1cODQ/9r13V/0ijrH+sxOPSNptlsVl988UXt7+83v9/c3KynT5/O7Xh9+fJlfxdR0u7ubk2n03vVPRqNamNjowfeHdwYovPz8/rxj39cP/nJTwYBeo7WALBlhx5Heg3tQu+6rg8E8P94PK6tra3a2dmpw8PD/i6c4+PjOj4+nlPY9AWji4CNd0uTYWQjyU7ks2fP6vnz573Tcnx8XG/evKlXr17Vmzdv6ujoaLDfgFIYUjiTBgd9HImBPGddtQxf2uddHXn/BrzwES4+XqRF7JTl/guO+VtdXa3nz5/3F85CONXn5+e1t7dX5+fnvQNIhsn19bvLtB3sw9jgSMPcAYtxDNjHUWfwiWOlptNpbWxszN0zxVF9lJ3GD2MAGD5EAMdbW1u1tbVVl5eXfVtNPjaOzBQCqi2azd7dIXJ8fDzYNn7IklkUJGXOME7IGcEdgKHNzc3a3d3tQais0xkR2Ufk8u3bt83AEzQajfo7PK6uruYCosigg17cydUCiZB1A7/UDbBFkNKg9M7OTq2trc0d0TQej+fuuQIAQo/aCUee8l4lxr8VsEeekPWhjC76aJCNvuZ7ds4ItjkzJGXAwJTBsJaR76MnAP8JzAII++hJguKZWZFtspGfYEw6yC3HwCCrgYSqunV0Wjo6Bhyq5rOKfGdHS/cht2SVWB4WEZe/e6xwQFh/8i4sy4LnHeOcmw0coHZgi3aiO9FB8MK6xGXRX57jSFfu3eDIK689DoQ56MNY5BE/Po6mFSyxE56gO7xhDCkbOXXmivvlevJoFIMn1O/MXACtBLkSIHQf/AMxj0ej0VzfDfaS6WvQr0V2snkuQZnsmyk3BVBm2jquzzz0xhF0ioEBeMYYtvSTwSOXzd/ZtwQ6E3TKPhkYQ3dWzd+1QxmpL8xj89b6yHxNkNrjbznF9nGGXdbH+6xn1rnO3HIAhR8DebmhiQAw5WcA0/PE7TXPhgDVPGo0gcoEeEwJTrVs/daY+93Ws0OUfPZmJI+5eez+oMPyLiz0JbaBx8WbXtDt6GfmRYL5OXeTL+ZBBkWoyxsvrDNaQZQco5Tph1ALYM3xQR/CR88pg7LYizlX8mjDoWyXh7Q39Yw/My2SUb+boLufSXsoN67k+Lu/LZnkt2XWOs/6nbmWmafoCOS/ZesnzyAHmRzUpC2sbxm8hn+tMRjiv8egtb61+O11zfLf0sEJFKdMwa8WeSxabc5nvc7aDsZXc3Z8q7xFQZO75kGLT0N8q7ptS7UC0a431+xW/cxxB42RIWTGNvf76qMM5N71TPoR2RfPmfuctNOS05QzPzOEHd1VB+WkrZLPLQqy2nYa6gN/o0NsAyK38MfBtKHgWc6blly37MDk26L5B6UMe+NKi3eteUvdKest/rf6mX+nH/GDH/yg/viP/3iwDx8TfRODQ/99Vf3vVfV/1buAx4uqGlfVf1JV/0VV/U1VLVXVRVX9Vtd1//cD61ipqv/0Ho/+t1X1X/7Hv/+rruv+h0ZZ/1jvgkP/Z1X9N4sK67ru/3lIOx9Co8fg0HsRR7K1FqHxeFyffvpp7ezs9J+dn5/XT37yk7n7DgwGcQzXIlpeXu6Pi0vQeIgAt1+8eFEvXrxYGBzZ2dmp3d3d2tnZ6e8EMnEU3lCmCn1/+vRpn/20v79fr169quvr67l7bapulDdH9lxeXvZAvXdJEUwaIgJa5kdrAbm6uqq9vb06Pj6e2/Xj3YiA13YQE/jlJw2xu4jACcGT7e3t/pi4zc3N/l6OvKyeC9gNRudRfJS/s7NT3/ve92pra6vOz8/r9evX9fLlyz5QRCDGcsCdRMvLy31GBUYG92K9fPly7j4j+EVQhDJ8mThHxg0Z5WR+kI2ThpmPDoK8g5S/J5PJYICH4wcZ5yHDnYAY/b+6uqqTk5M6OTmZMzZy7o5G74Bl7/RjLAxAkGXGrvjr6+v+PoOhTKmq6oGMPPbrPjSbzfqgH/3nnqc02OiD5wX8J3CXwQt40nVdH5zDgVhfX+/HMMmy4mN1bLTiGLBjz8eEwYNFmVEQ8uUL6w1y4nBkcMhz3s477xkQNADkv+3IwSdfLu46W8BQCzQyYOG24gTkDl4Hofi85YQnedepgRIffcR8yGAT/WIszV94iLO9sbFR29vbPV+vrq76uxpaawx313g3vecIYH/KKUEU6nXQBuAF/UywhuCGHdTZbNZnKBEsQg4sy4y9eW3HjTL9HrJmeWAMU0ad0Ul7WzKZY0ofEqj09wad0QMGxlyv3/P8zPa0AustxzwBuJbTSf8SGMu/vSEjHWbabyD64uKiv8PQGQR2SAEDIQMorSCKZSFB/wTTaCv61JtHEjBjfhJUoE3MWdbXbD9rDzLlthuwpJ3+jmf9G2oF9Jhrnj/MCetB88wywHjZlnM7F5F30SdARtvYpEIAM+eO5Qj96ruXkEWvSS2eeNwS4LUMeH5anrz+O0vG8yQDiM5e9DxsUerKlLV8Judtrp2WvaFxyrUog6LU46CiPzOf0gbvum7uaEVnOZLNjq1NdiK8ZSyxg2azWW+Lew4YsEuepF5yYI/2e+ObwW7WlNQnrfXbdbT46++St36XNtr/9Pzj+M/pdNpvSmCM2ThFgNXy6R/KvGveJtA5Go3mdIj1TwbLzMdWPZadfD751AI9871F9lPKhX0Wf9eal1mn9QN1p03X4ht98aZE6k/b0vxMaumA5Ee218/7WG/3B9sn29+aX4xNyyYeGutW21qftfqUn3uDQ1U1edjqP+/6CNPM6My2Zb22H9K2py2LKGU6v7MOtv2cPIFa8w77b6g9Lb4O6bCsv8WT3DySmUQ+CaJFrXZ4jngThsd8kX5plW0ZsK04pLNaspS8aPHINkmrDrfH9gXPpB+9aH3JOWld4znu/11Xy75oUWKVXgMst8mXpFZfKKvV73yePv7whz+s3/iN3xhs78dE37Tg0FLXdQtDu6PR6K+r6n/6j//+j13X/e1X0Y6q+nFVfaeqjqrqs67rThvP/WO9Cw79H13X/Wcfuh33pdFjcOhBNJvN6vXr1/XmzZvm95PJpD777LM5Q3t/f78+//zzpiLc3t6ub33rW1VVc/eDAEzjxHJJc4taCpHyaKuB/Xx3d3e3vvOd79Tu7m5fBw6zARXo8vKy3rx5UwcHB4PKncXq4uKiTk5Oan9/v3e8cCR4putusgq8uBEYYVd8KvKVlZXa3d29V9aUCdAbQ2h/f7/PTGHHPSBK7kj3QmhDbyjohmE4mUz63e5bW1t9oIDML4ISLZrN3mVbHR0d9cdstcCIoSMJu+7dHU0vX76sk5OTZh3Ly8v1/Pnz/jgl+PTTn/60jo+P5xZJnOjl5eW+Pzs7O80jN5IIErYycexYInt28NMgJChksJq2EZTAsb2+vq7j4+NbxxgmMV5kqOH9gemnAAAgAElEQVSI4fhiaK2srPTjOLQ7vetuQL7RaNRnLiDXSYCTeVyYDRoud2dHuI0x75iCt7TFR7Ax3rTVu8EMlGBg27GzHIxGoz7Dicy1jY2Nevv2bb148WLuaDdnMziwZ0PcYCA/zhbiSB8yPPge0H9zc7Mmk0ldXV31epRj446Ojurs7OwWAGhHnd3gdtgxbIecQbfbYA/jz7jgBKcMt5wCZM7GvuvP8cjMi0WyTZmMBwEQgySp7wnQEVw1eOt28Bl64fnz57W5udnLvclgMAAd8wtgjzUIsGxlZeXW0U9DjqiDaJa50WjU6wc+T4fG/PJ4OPhjmW456y3wCN7m+GeAwXPeY9FaY2h7bozIfsBTNicgA/Dc48GYODjWkln3B15TlvUlMkvfHIRoUSu41ZpzKYOLiHlCwCKzkpGHBMtyvLMNtHcoYOEMGY8p79E3jzsAHk6wHXvP4RZ/HGx0O8fjd8d7WldZ91p2sdPQvenMG6ykDGcQ8sPcy7mQgSbrE8pCTryOpQyyXrXAPn9mGfZ8a4EcyWMHg6DU57mWohc8Ju53jr3nhsfLQZCcS55vnhutAKR1k5+z3hkCYlK/t4CfBNqGdHKuZf67NXcS8MlxzTXazzGP4NXGxkY9e/asnj171tsryNn5+fncPTEcH3x4eNgHPhJMy/Zmnz03zEuCLUtLS3ObA1sA1tDYLWoHPDI/WsAZPGpdap8bKJBPfCHLtsfQO9HTL7oLwHb7bO8mHw02QvYb0o4aAjlbeiM/X2QT3Kc/uTbdVTbkOc1z5kn2K9uT/KuqOf3lNrR4ZpuX/1P3tngCtTatcjQum8dy82W2gfZ5XfEai55u+UlD42r9Ds9yji167z7j1eKH+er/7Stk3SnDqT95v1V/qx9Df6ffmsezQUNy1+qb7TK3z88P9Tn5PDSWtMmblIzHDK27bluumcn37GP6PYuCczzDZh2e8zqS/gLtW7QmWg7s03gjT+vZtPFp4//P3rvFyJpl+V3ri4jMPJGZEZGXc6nq6q6Z9mg0HkYgDRYGZGk0tgYhbBlhQBbCWB7gwRZICEtmHvzAC0JIGBAS8IAsYVvCXG2MwEYIEB4kjEEYY6alMTPumanp6rqcc/Ieec+M+HjI89v5i5U7MvNUVQ9dVbGkVN6+2N++rL332v//WmvbBnC93ca8HnnuZd3L61XNPvBzec7k9eA+nc6kZ80O8vhFzJJo2QbJbffa0O124+d+7ufip3/6p+/U5+soPwhy6GH08DNK+wAx9OaZ/7ppmv83In57RPygbpb6ubghhiIi/kJbIYYW8uUUQM+cSibiZoF69uxZbGxslEVpMpnMTSPXNE28ePEiRqNRtG1bgEzSS02n00LU1NLXPCQmFObJ1tZWvP/++zOEwrzoIA429lgeDAYl+sGbFPU9OzuLw8PDmfRGEVHAGQ7qvoSezd2eetfXN/dEcH8OKe9WV1cfBIUs/X6/kBnX19fxwQcflLuirq+v4/j4eOYOEh/854lBjYhbY4tIlOfPn88lsK6urmJ/fz/29/ej0+mUO6PW1tZmDOxOpxPD4TB6vV6cnJzE2tranTuRhsNhSbNUe8/JyUmsrKxE296kMPPYQj52u904OzuLfr8fV1dXsbOzE71eLzY2NoqOnp+fR9u2sbGxEZubm7G+vj4DJPd6vdja2orl5eU4Pz+P09PTotv5Lpgs6BUgfe7niJvNnTt4Im5T60FCEoVENBlzqNPpxObmZgyHw0K82pAyYMjfMZQxKKjXYDCYITKRtm3vkACQQRATWabT27R1D91xFXFz55Z1zACRo0dIa5XfBQGV7yLxAQEjOxvBjEOn0ykRSL1er3jWAqxMJpMC7jOfMBhdX95H3/sgaM+vbvc2vztrJHWBeI24IeH39vZKfQ1ukg4IIsxGKmsRder3+xERM1FUNoq9FuZLzTFsqT/9yHM1oMYkjcE/H4hr4GpEFD2k73I0Uj6oeWxXVlZibW1tZr31IckHB0cmZBLY+gNBSFrJ5eXl+NEf/dHo9/tlfACPTk5OYm9vr5A9jAEgnQ9YkMr5XigftpqmKeSHU2C0bVs+S9/5TqcMZviwwVxivhgA83jcB9h5HtYOqrX5RT9ngmLeoRGQ0XrKmgWh7IgSk4P0qeen14V84DZAZ31mPnp+0B88x1ykL3KZEVHW4FoUlPfZGtjCu90P+VnWJc+zWp96LaSu2R6YTqdlHXYqL7/X6wSpR7lLbjqdxsHBQezv75e9zA4prD053RDzMwMbrCNuv1OLoA+0u9O5SftKtDafv7q6KhF82EM+9NMe1m3WcMZvMpmUz0HWO9VU1ve87tN/AOnUNwNkjD17NHVnzBzVZ729Dzxg7jmNoaO5a/pioMLkEn9jH8sgn8E466cJbcbNKRC9XjPGETETecK76ZsMRkHKu+75ew1UhTjIqaq8X/vL7TJA5f2Kuw/9nPv5PrDI60cGo6gvTh84qZGK22NAOlaIIvaOTqcz41hjfcni9+c1k/X85OTkDhiZQTWvl/NAOPQuvw99oH8Rz7O8TjKHnc6P/dNOBB4LxAQx6xd9Zd2a50DnPs3AH/XwWp5JUeqfyX33b038Dv+cx7h2/st/c91zJF3+nPd87E/6PKfPzn1tgNZ/t+3Mewxwzrujt6aHtIE+zft8bo8dRPJaF3FrcxofyPu69d5nkazXnhesF7ZVWXMcrWfgmfKY9+y1Hq/aOjOPbLWtw/6T17ka+eSxvO+9fn+WPJ9q6zdSIwd5xnbtvHpkh45aWygvrzEegxr5hD1ds8Vq78uf81x3GR6f3B8Rd6NerFueE7lO1gXbZuiB9x/XhXnPXlyrs9eF+/YY9yl2N3XLjiluh+ep3++7+lz3PK+tc3YqoKwaMew65zbyHkcQ5jJs8+fzLd9zm2g39bUNiWM6WW2sAyaDsh0xD19byBcjP7DIoUdXoGn+RkT8jog4btv2Cx/tpmn+fNymlPvZtm3/lznP/WIsIod+KGU6ncbHH39cfm/bNo6OjuLw8LD6/MrKSmxvb5cFmgVl3j0py8vLsbGxEdPptIDntc3/bcSkzH1kUtM0sbm5Gd/+9rdn0t5Np9PY39+fAVcfEsCE09PT2NvbK9EgzHEfUr0JRUQBFth0LBxU8iGgbdvo9/uxtbUV6+vrMxeCzqvzkydPCiGE5/knn3wSr169KuDx7u5u7O7uFo/ZfLh333kz4UC0srJSwB5AFq9zbLykbnuMOJKoaZo4OjqK/f39mWcAQubdlxMRJSVYbgd1JPrFxnGOQIHcAKR49uxZIavcxu3t7Zl0hJPJpNT75OSkmtrLdXJauiy9Xq94e0I8YtiTOqxGPPE5Inx4F+WMx+MCXkHQ5D2qaZpyrxM668OLI5cAUw0uZKFPHcmEscKdRfn+EXQxH9QBgLmjy0YOc5OUgp4r/l4zZv2zjS+i+DKI4PF0uQb1MB5rgHxElLIhk1kj5j0LUWxp23bmHrCaYDxCZkB6+hBXK9u5+JkjHFIBDRkfg4Q1oIBDJFGUWU/o93kHQB8O8u/0m72CTcRlUA9doC6MncfK+s441UB8gDjqCZA4Go3i3XffjbW1tXj9+nX85m/+ZpycnMzk7TcIz9ymvzMo4jsi8HR2W7lXymND/9V0yqQI/e/oF/eVv1w3H0p8MPVBb55OGhBhbtF3rov7yPpAGygrAyTUjboA/Dn1Ru5nl+130leuc0TcAaxzdKN1qHawr4EW+f4Pzw3aalvB/ZDnjMWgjQ/BuQ6sWbTFXur0cQZoEZ5ZWlqKtbW14tBwdXVVSO58MbgBzoiYWWdpW57rea1w5FEGoNivmC/cLYizz/r6eolcx6mD+9vOzs5KO1nz80E6pxyErMjkEv1TA4M8bwzgoNfeg7CBcD7J5A16in5kEMz6mck2630GkXLf1mxFA5X0t+cyY19bE9xeQNqanZuBpQwqmTjBNsnpBr2n8HeTw3mfoV12jGCeeOwd9Zn3EfZfdHU6nRa943fboDVgzzpjsg/d8frnurM3UraBYqeVy0Cb94cstT7ku9c8j43rnNejGpCXy+VzfJnY9FprpyHvhcvLyyXyHn30fSK1vcD2Zd4LcUhynWv32czrO7eJd2X9m/d8LY2h9cL9+xjJ88hjlp9xH9U+Y1vIuomzGeurU2h7v3Ofmliijdg9zEfWQ9pbs01yX3meQHLkvjLh5zIywMqz3h+zg0nWibzeNE1TXatdjzyX+E7f2ualTN8Hmgkc65Xne65bnpOU4XnLmpLPTz77ZFLG9XG7Hyueox4P19c6m8cjkzbz7KbaO6371gd0AEcLr7d2DqrZf/N+z3pzX71y+12/PMb+X+05jy/tw9nGNpfPIo6Oy/X1Pue138/553l7AT97b464JeIsNR3GtvXenXGBvDflOnvf87klky68h3fkdcbjQFu83nis8zp233qS925+JrNMPhP7ztzp9MYB7Pf8nt+zwMffyJcqrdyjXt40PxkR34mbe4f+Rtu2f98XXP4gIj6NiNWI+M2I+HY7p8HNghz6oZXJZBLf/e53I+I2umPeXR/D4TDW19erGynCYnN5eVk8R+97/iHBGDbY/pBX1vLycgyHw/jWt741E93UtjfE187Ozp0Ualmur6/LIRzwOwN6HC4yoOMUBRzsEQ6a9lzLxsHKykqMRqMZwHZlZSU2NzcLIeGNGOMUoP7s7Cx2dnZid3e3bCKXl5ext7cX4/F4xnuaDS17U2B4ks5sMBiUPNxOTVETDEE2PDy5DabMM8YODg5mCB4bKRB8vN8e8kRs+B30Lym4IBAi7oYhk34v4saoIC2H67q8vBxbW1uxurpaDvcHBwclHQfja8OFAw5EXAay0bXLy8tCftT65uLiIsbj8b0RNzbOSe0HqQjJRP/W5jjRagYc0Vd0/qG5F3FL3qKLHOZJp1gDrKfTaYkk5KCRwcEsAPNOv4U++MDvd9ijOx/6aC+HLIMCADwZQKDP0XeiSeh3xssHN4Az+rzf70fTNDMg2mQyKeOR2391dRVHR0dVUohyAUkg+c7Pz2N/f794UOcD1erqaoxGo5IC0kA7ugMBAXhqUNyHLw5ErDPuw3wAoc7ZQMdgRl8cxeCDSb/fLySNiXHAH4MQ1J21grJYy91/+fC3vLxc7r8DlIAQNTBH/U2odLvdop8GDAHn+Ow84r9pbshkxgU9544xR9KwXhnQtKCj6JHvnLEuM3+8T3qPc99Y93xIcn/UxtZ7AWsme4xBV9ZaiEgDP7SRPqXuJuJ41t+zqUq9vXa7vdRx3r5F2UQu0Qa/n76HECetK+NHn7BueB20/jO2kAC0yVEWEbMpiFxPhPnLesR366DXK8plLuAcwry29z22j9eznKKMeULfev9m/WL9g3hBD3kHn8chwKQGdtHy8nI8ffp05u5KooU8PiZAJ5NJmRsWg1LU33MDHTI4ZHuLvjWwYeDM+6IP+oyb92DPWdqeQRXrZh77GpBvcDUDmJ6nBn+9vme7NK/5NcKEfjHx4nXLQPC8+7E8F/NYIHaYMUBke8QElvcI9olsT9jBwJ7UNSAQ4NBk39HR0Z1oUq8XBrAycE6ZZBVwlEIG4JifHqvaPmyZZ3e5/XzGpKl1r7afZdsr62XNhs5OVgbovBcwdzMwyPrpyEZ/3nsHY2FAt9PplPW1tu/ZG5z60S6vSeilHVc89vNIIvrbgCLlYPt0Op3ihMXaNc/hJo9fBmE9DvRvbV2xZBKV/uAca/1z37luNTDY7aXeOHu4LjX9uI8g8zuYZ7k+mWTimRoY6+dy/U2M5Lbn8mtrcgaHvT4QGW5birbbscH7htfRXBfbGV77cz392dp6537wPKNuFutibb+6Ty+oa8Rd0r9Wt4fwKM/d+8Y018OEtdcYR/XX5nUmFll7avtp7jvPV9Y322uOhjPxwmezDuTxZ33J+yj7v51rbdPnvcbvtg1m2yf3cW1tymsEazuYGu+yjYHTLNk/7BzntT2nHcfxMjuV1erY6/UK1sk8BNfJTjf0gR1P8/jOm0v+ot3gc2TBOT4+nsGtOOcRKcy7bWt6vxsMBvEzP/MzMw71X2f5SpBDTdOsRsR7EfH7I+IXIuLFm3/94bZt/+Mv+F3/bET8R29+/dfatv1X73n2F+OGHHoZN+TMb4+IpYjYiYj/KyL+YkT8p23bPv4G8vp7HmJ73omI/zNiQQ4hk8kk/s7f+TtxcnIyN1qIdFsGTLyA8TNgV9PcROyQsugx4tQyEEHzIi/mCVEFz58/L8A+cnx8HDs7O3fAdQwovFudaq0mHAQy4GEQp2maAhADcPBlQMwgKv3GIs+7bBhwCAWk9MGcdp2fn8fh4WEpl0gTg4gcTEws5aigwWBQgFD6ifs0HiLWstjTzR6mTtsEMUlqLBtGHIBttHkszs/PqweqTqdT0tax0ZpA428e67W1tdjc3LwTKfTkyZNo27akFnSY/kOCXjrdlvXGqQPzhn12dlZIoXwIMoCDwWCjwJEdBhrob/raaaeapimRJG17ex9HTWzQODWaSVQMIEiEDARAjNh4srd5jYzKB3cDjAbcMM4M4LjuEbcgnYEEg8rZIGfNo168E9DHwsXG3W63EI94RvM7BAdjD0D+5MmTMq9JI8h9QjVS1nOKyC8ixkwGAlYCtJpMdcpF38VFNBb64gNoRJR1jgiWnJYFMoa1PR8EI+4ecnwA6XQ6BVTPB+as2xj71mHAEgPTGeRwvxjU4TnrOgcR/s788LxDPwxCRkTpG8queYtRr3w486GItJX58DudTgvhaKLT0Z70CZ7rHIzG43FJVZnBw7zW+CBqXWAuMz8NMvkAZdIuy/Ly8kzucsgwIiYZQ9ZTg50+3LHH1iSDMdSPOWygL4Oglkyku/20j3bj0e55ZPAXUr1tZwlHyoVooa4GBFiDOp1OGdvsye76+JDsg35uqx1YaId1EaKLe/NYP0lNxjsMRhlwNfHrerFmnp+fl3mOTWO94u/+mXp5Heh0OuUuy4ODgzg4OJghAuysY0L+9PR05g63GoiRAVvrQcTduw4M/jm6pUbkGazxeyyZZPEeWyNgvQ5n0CMDkQY9MyHm97u+NfH/cju89vO91+sV4j8iZqLOav3gsuhj1janU7Kt632OeVlb+zyO2f73mNba6j6ycwj94LXC73H6HgNQJgTW19djMpnMpA1mzthRZp7TwTzw1UB5BkczcO19N+uey87vYo7nMl1Xnst7kMvK+mtbzmPjutnGyH2R57UBVp/vsBdM1voMkucufQVw637N0Ye2HUxAUIbvSGKv4NxqXaoBjLUxou9sd/mdtNcEg+0W7xOUzzrtNSb3iUFqzh+1OeF55zsY71tvavZU7fcaWO8+cZ3po7wm0K+5Ti6jBsTXpKaHtd+95qAj2Ex5vnisWBN5Ljv8ZVuO7+gGc5afs57l85/X6yzWixrgbhvMdcvrfm0fcFm2O+bZnN7fPNaMWyY4bHthm/EMdTK+4jU1r6eMHfgQ4xIRBa/gXOX92F8Z/8hjQr0zCerymPu0yVkRckSU+w17wnqVzwy2DU22IHYeNtGZ99qMd+QxduSybbnHYoi2jxCcDE9PT2fupaztY35fPme6L5iH3lewC3xmMonEmr+yslIwOq5PyOfTk5OT2N/fv9Nu7mY/ODgo7zLWRrt+5md+Jp4/f/6oPvuqy5eWHGqa5ucj4s/c88i/FRG/0H7BlWma5q9GxM+++fXH27b97j3P/mLckEP3yS9HxD/Ztu3f/hx1enQbF+TQjRwfH8df+2t/bQZ89hekRt5058nS0lJsbW3NgOs1WV5ejn6/PwMW5btl3lbW1tbi2bNnMyDt+fl5vH79upAaGPQAGr7zKBsCNnSJTsikkY2mTucmSgViLEcNAcgD+GYj0weHxxAP/X6/pJy7vr6Og4ODmZRmeJeTgsxgHmDwcDiMZ8+exYsXL2aMS74TpXB8fFz1+KK/5pFpFspjM8Ir/D4CIkfZ3Fe26wRgPe9zJjMjbiOz8Kr3Yd2RKbmMWpqsiCjG1bxIINebshB75OQDJgYCugIAbnDIl9BbILlIrcFhkrkIUWOy0u3E6M9e4LSXOZMPElkIT+dzPmDY8MM4ZM4YAK8BFj685kNr9hairAwGeVwyYJHBIow92gNoY8CTKMCNjY0Yj8fx67/+6zPpZGjv8vJyPH/+PL71rW/F8+fPo9frxfHxcfH2GY/HhTx19BPvo60mLSCVHjKMTcRAKuzu7sbx8fG98zoDkpASzFcONRFRiCPGbnV19U5kh0EbG9lOrchBijtlMhEDeBZxa/hmAoO650Mxa40JtezRbV21V5xBJEsNeMkHYR+SI+6mGs2Aj72U83zhQAfpCOnsunBAY42B8HbdWdPtFU8fom/54ONDDs8amAVYoS9Y/z133R92HPD/3Oe571x/64R1yyCD6827WE85qOZ90SmZICY4VGYCkp/RHcbUaVgyQW2ifjqdlkOpAQP6NANW6ABjhF46OsxjgX6h/zktLH83OWt9oz44MaBblJs9V5umKXYLkUeMhclZ+o32oyf0l+9ysj5iY0wmkxlQjL50WmP+z/uy4wrrTk7Lw/dsv+VxsBexyWF7Bed1IAM684AzA4MmEj3/vL/RV9lOysACZdI/dupgTPMa6D64T/xeP+s1wQA8f6f/JpPJzDzFJqCPfVeRQY/r6+uZfRFhvmIHuX783/XJ3v8mRrwXeMxq9h3jl4mq6XQ6E3lBn9h5hH3Ueu46dDqdMh8zoem6e/7ys/s94vaehUysUOe2be+kMq3pVwbzqK//h/idOfLRtl5uRw0UzpJtPMYwEzg86/H0vpPLN/iLsB4Y0DMpyP5aA+e9XqF3eb1Fx3A48FjynfNBp9Mpexaf83jaRsk27zyiKn9+3lqC5LXH7aX/MojOHpntH+pTW5OtB1lX/Ll5Z7JMulBuXu8Rr8e1eeZy8pzjWbejpreue3Y8mAc+u62uV9Z3l5XnWe39Lh8dyaB9RNy5a9Ff7Ke5T11Xz2uvvyZf8pxzH7os91N+zrZ53r/5O8QIKemxcWyv8IWNxvuznYw+2z7g3az/JigyGcF45XNuTWxHZxKfcVtaWirZYcAGTHgZg6A/7eTkPgbTcdnoi50v6F+fm9u2Lan2fZ6l7uxpJycncwk+C9dZsO8740WNmAKryVFSCDgEd2ZeXFzMxaWMNdBOp3fFBgYjZK/z2QE9YNya5sYpnHTID9lajEe+m9jtAVtAB9q2LSTkT/3UT8WzZ88efMfXQb6K5NDfiog/1rbt//EDeOf7EfFBRDQR8b+1bfu7Hnj+f46IaUT8dxHx/0TEbkQMIuLvjYg/GhE/+ebRlxHxO9u2/d5nrNeCHHpL+d73vhff+c537vy92+3GcDgsINx9wqbgvM5ZiJ5gUZxOp3F4eBhHR0dvHYkSEcUrgPIMXuBl/PLlyzg4OChGONK2bdmo2JwslMHm74XVES9OrUHbDXpzAHBaOhuD9wkbKJvFQ31xcnIyc9E7ng6TyWSGFGDD2draivfffz+++c1v3rnHp23bOD4+vpPibd6719fX4+LiIvb39+Pw8HAG/PbhysahyZZ5m73H5rFrKaTXPIPJwqaMLtFv6Ept4+czNe8X3g858LbivsEgw1Aw6WCwEqMN0uDi4uLegw9j0u/3Y3t7OzY2NoqhwD1E6K2BjnxYNqBpY3OerhK9AGmArj7UHz541ryI8iHAZJABplwvH4AwXnMqqnwINoGAfhlQ6Xa7JTqDdfP09LSsc6QOxPAGfMIgtZdvr3dzR0a/37/jDe9DawazI26j/OYRrtyl1bZtHB4eFr3HQz7iNmXfPD1qmtu7ODJAw+HG43Z1dVUiE1+8eDFzyDFpbv3GIOedtC3fk1AD/FwvIg+JhmQd9F1LvrMK3YS8yGtYFoPgNdA365yjMXjGczmTHhkczuPCQdb7IX2IsHYw9xg/p7tAB9nzfDDnHfkeLgPPrqMPRk3TlAg0359G3Wvpb9zfGeSZRwjlfqbOEbd3UzE3iaiEiAFINenGu9jfIe0ZZ8aBfnR0Hu/MB0gDNzxLO3zXW/sGeMW5IwMjGbCNmI1cYkx5l/vR61sG6QF+0QfG2REu7mMDhszhPDaQTaxnHPapA32XUwe7jbW5R309nwzI1CJGs34ZePH/HOHnuZrnt9c9nq+Bxbm/vH+ZWKAc/pZtY5djMi87QvgdtNXRyhkQzPXwXk+drEMZQHwI2LQYTETcdusefdnv92MymczYtNYn3t/r9cpa4zIibok5bHsTrh5D17O2x/A/PufPZCeUXKbBz+wdPBqNCghJ+uajo6PqvpKj/BwpZIAyv9dttT7SR5mM8zywh3S2w/L+mNdfdMZgl3UqR1N5H8866HawJlqPTTz5s4xPXg8y6eE65L6rjWMWg5qZWKS+NbvaZRsI9rvy3Mnr4rx6eV2wrnsf4/e89nque431O++b/7X5Qxt8TqqtO3l99lhbcrutf3zP9cy2lNfNrM/8nKPis2R9Rw/n2dLuv3lluh3+OdsAfh97SM2hI9fHY+kzSO5H24icXRCe9znEYsdC91Ous9eE7Nxh5zdjM56vWTfm6SZrnCPU81jYrvb5m77lfMD5xm2ljdmO93nP5xjrSa/XK2tvtheYe87+YnvJOoHDBO3jXImdSZaarNfIyspKDIfDmTTdpPS3I0LNadp6wf85h3E9Bf3JHa1OU5zHwuNIdpzxeHxnf4i4da6bZ/d5naul3q5Jr9eL4XAYo9Eoer1e7O7uxne/+90SgZ4zyZgQoh7GKu9bDyycWweDwaMwrZpAEu3v7985Z11fXxfnQCKS+v1+/Lbf9ts+8/u+avJlJoc2IgKWox8RPxYRfzAi/kBE/FpE/Mtt2/7lL/idfzIi/vU3v/6xtm3/w4fq2LbtwZz/LUXEn46IP/LmT3+pbdt//DPWa5FW7i3l4g0qnTQAACAASURBVOIi/vpf/+szmyopaO5bNK+vb1Ox5Y2Bg87W1lYMh8MZQGA8Hpf7Mt5GIDjMuLPAGtg+OzsrkS5Z2Fiurq7Kho9wuMobHYAS7zU4TP8AqJAOC2LGoamfVfIa4k2Fw7Jz8TuVFodqjDUA55/4iZ+Id9999w4pNplM4vDwsBBqD9WJ/svPXl9fx8nJSUkDxMYJMPmQNE1TdMbiA07NA4q0WDYUbTBxQCOigbrRX4wjnpzue0eduT4ANDZcbcjkA2dNGDd7O9cIDQBOpx7qdDozfZrBZ8pDvwEiOp3bPO61qCgb8/SbCVHqN69dTdMUUmtlZSUuLy9n7njIRng+APkAPa+/GAunJaLc3HccWiAuAIhsaGfvxYhbA9seyyYH6U8iXfb392eiFEnJlgW9oX8zCEgdOQy47/mZi98hd5vmhngDUOJvtH9paSmePn1ayNzxeByvX7+Oly9fFhLEBxV7UVGPDCzmfuawwPPun5WVlVhbWyv6trGxUfaHTqcTz549i+l0Gh999FF8/PHHZa3O+sXvlONIueyFm8EUIgSfPn1a5gDjY7CG90wms2kd6E8+W/OCzAds92GeL3muZ7DZ61ZtrkFykYawVi4Hbx82c3o/t52xZ/6y/21tbcXKykohQ7y+ev+kn9q2nekjnsvzk/Yyt/Kh38/4Mxl8dLnMW9Zyp21omqY4k4zH4zg5OSmfYe67ngAxbrNBv+xQ4L2D9Zj3GeSlzgav3U/2srReWB/u21d4P+tbr9ebIdhNNvGcwWq8Gn1nDvpoe9F63unc3s1hHaVciLnczkyImjzK7ffalueNCQH2p9ramomhDA7n/SeTB64TZWXCxGA4feo1NZM17lvmkMmHprmNCsMWzfVwfe0sZQ/n3PfWxUy610jbvH653QbfDWi5L/O48qzH3fpkAqPT6cykUuE56ymOWk3TFFAre7DniOF5c8nAU7ZNsn4jeX5YR6w7/MzZZm1tLdbW1mbSvub1j7rTLkfaZXC1Bur779hNzBnsHEf55np73GuALnrH+uhIENuSAIOAl7TT9zxkwLJGjDBXrA95znjdyPtOrr/186F11fV2n9TWAfrCn/M+QP0y0Jl/9rtquprnVe436sCYAzBnB5e8DrJ3GrD33DE4bVs+E2z0fx7DfFaqiUkNf892AOXlMcjruddmn2VoL33j9aK2f9MOv4vveY9xnfL41WwcbH3bcN4va3MTm8LzIJNWEbdnEO9/7sO8b3qddJvQK0e9+MxtB43au7CzKKc27nZGZMzY2/I535LtCM//HBlJPW1T+BzN+522jDFxlHHNvmPfAgdjvtVwFs9X15d3O90q7TWO4THH5lpbWysRqKPR6E5GE+rnOrIWZwEzgCyi33CugziifoPBIDY2NmJ9fX2GOFxZWYnnz5+XzAZvK9PpNI6Pj+Pw8PBeJ2Yc031vK30GHllL1d7pdGIwGJQzag2LePnyZfzGb/xGnJ6eVtdf3l27O3iePHnyZOb+3C9KHiKJwGWfPXsWP/ZjP/aZx+WrJl9acmjuy5vmD0fEn4uINiL++bZt/+wXWPbfjpt7gy4i4p12DvHzFuX1IuI7b8qMiPhm27Yffb5aVt/zzbi582hBDr2Rtm3jl37pl2J3dzc6nc5Maq0sBsqurq7ugG94fZuNd3qTtyFLclRQbZG8uLiIV69elZQ4pF/K8w5g5+LiooCUEbf3pLBB93q98k7ea482G2b83eDkPKP2PgE0cD1qkkEQvFYwbjAMckSUwdn3338/vv3tb9/py/Pz8zg4OIijo6O5B6LpdFru9sEQfIxcX1/H3t7enfuEagYdoORwOJwB8zFyndoPYwjDxB7tNc8RyCnuC/IBAqMrG2K8l3HF0MLQiIhCMNgjxIccH3oMwACmcoHsfVE0lD+dToux5kOoSY3sjQqBS38yh00oeSwywG6jPxs3+UDHGuB+J21gBjn4uXYo538++NV+N0Dhgyy/O6rHxK/LyQdn+g1DMpPBGXB32kVHzNHufCBBer2bSzLJZ+w+nXdoyPXgcDcYDArpArDOoYi2QiZFRAnPh7hifcxjG3ELmOfDpgEv3sOBh3pyMOp2uzEajWJtbS2Oj4+j07m5C4x+6ff78f7770fTNHF8fFzGkAPXeDwuUU0+bLXtLdFrQK4G1JoURRhzp0GzeKxZHyCrHP1Gfxv8ot326DaRZB23fuc5Rd96b/HnGRfakdea+wgEAyTMeea7U5M5rZEJFIv3d/TJ67QJn1pbMhidD2KsLRyyTCrwf89je26TWg9d8VqX01SxN5g05v+0J4OS7s88Nu4rdNDrJeNHee4r2uR1rGlu79XJIL7ne9ap2vpJGdQVOyHiNsrC92vRNqcdcaoQnjHxaCDIEQn2mkUyKJnlvsP1PDClVjbvZE57j6AN+f30D2NqYArd9Hi4r9Ajz+kMoqIn/rv3cz5jz2Nkno1RS3vD/9wXrpPHOZdPP/vv7n/+5301jw06QVv5yvpaA1sNrtsetw3n9Yl+BfjFTs73Lblv8ryo6QL1tb7xjMmtDGDn/7vOXq89T70G5cguO0Tk/nLds62YCQyDnDlFXB5z943flb/yM3kuZsnrVNZNA8e1tcHjVpvr/ky2tambx+Yx4vblv2c7NY+r2+z61s4Nj62L141cL5fjZ/J+ZQLE7+cz+VxUm6duQ54nfj4THK5jrd2UAznuO1BMbmXbgPKyjvIOymHP95hxZrBusIZ6nNy+eX3NXm77Je9p2fnRadj93Xqd13fPa+qU55fH0tG3WWepJ/05Ty9NOlLGvHleG9NaP2QnD7fdn8s2UsSNvQZgzzpKWegPdURf2TOd3sv2SxbbiDlC1TbP8vJyTCaTkt0lz3GvubU52zTNDMGT91bPO5dFauCI2SsILDgYzktVRpSOHQ6zsBfxXvZmHMtyub1eL54+fRrD4bC6ln8Wubq6KiRR27YFw3tsFpnLy8vy+W63e2+fZJlMJvHxxx/H97///ZL9gvfz7tq5ZN73x5JIn1Wm02lJN5f3QvCsjY2NePfdd3+g9fiyyFeOHIqIaJrmP4+bKKKTuGnU/hdQ5u+MCFLV/Zdt2/7Bz1vmm3L/RET8qTe//qG2bf+TL6Lc9I4FOVSRTz/9NE5OTgqzbwCybW9SI5H3/bELF5uz7zLodG5T32TPBYc0PsSyX11dxcuXL2Nvb68YLvnOhIhbQuPi4qIQB9mg63Zv797hLhanl7J3Z/YW+Szz2x6kgNC+0B3Q1oaWDfKTk5M4PDycSb/C1/n5+YwnOQTRcDiMH//xH4/hcFj6BYCYO4pqAqFyeXlZQoIfmy7N0UMeD/oTkH55ebl4SADIA+IxdrXIliz5wMvzGPgY4g8ZI9QRoxxAcjQaxWg0iuFwWDwwIEghGzudzkz+3nnStm2Mx+M4ODiYOVigVz44kKpwPB7fIRF4Dl2pgUAYwhcXF3F4eFjy1UfcGp0GPA12ZUPF9WSuQQg3b8iBiNv7XO6LEnOUlA9Unp/+3Ydrk4aMV/ZO8zjaI6xGctEO50i2ANL5IEDUT46yo93Zk5J6o++j0SiWlpaKfh4fH8fR0VEcHR3dIefcHsaBOhlU5nkfdiNi5p6peSS2I34oJ99DZDERM51Oi1GO3tMnrPkRNwb4aDSK9fX1Mk4AnaQ6w3s6Igqhf3FxUdpMZJTTo/lgy/oCAMh4GVSvSTbeOVBmZwfAb88zgxscDJqmKVGs1LcGpPA5Du4Z2PJczftB/nzWl+zFmN/tMtBNg0aMPWNkvWPs0SmDIJ6T1hPf3ZbnuOcJdfM852fIeX/Wz7OesC53Op04PT0t88rEa209Ye3zWkwkYAaTKSODZlko26CN52fexw108i6T1k3TlIjhrIdZx1xPA5b8DRLQoCBtMkibdS6PlwkJ6zL1yeVZd+8DnWokF+SM+5eycp3yPtI0zYzHtAGhPK58of8G4mi/I07dlx5DiFLKNmFk4g29wA4yyEYaNexqItRrQDJ2G7ruuwMMHrqN9LX76jGSda/2uQxY+stjl4F990smHJgTTvNj0I3nvB/6/9mu8PoHyGaw2ZF2Xufcfo+hbQafdzw2Xg9Niud5Sj/53JHngm24PHe81uS1d9664e/zxPoz77x23543jwTxPpPXnFxO7i/maCasa2uLdSX3C2XndmVihzG3feC25bbPqy/1yeTyvHnoeVurG591PV3vXK95dXX7bZ94Xnr/5LN2EMpOM/wtA/N5f81nD5MsgPy26d2nPOMU5pyR+D92Me/LdwR7TFhLcUTKc9ZOOk3TlDOh1+Bsw+dxsg2KowYZWrL9yOe8b+cyPZbut3lguTNO5PZ7fbXU9lvrTV7L+JvXSPoN3IJzh8cOG4Q6+bvnruf0kydPYnV1tdiE19fXBbSfJ+gS/e52+2zO+ZXxIhMN+sQ5ICJmUimbfKMNvAunXs7TAPWkGrbe2R69T9bW1qoRO8PhMIbD4aPxnMlkEkdHR3FwcPCZM+I0TRNbW1uxubn5KMLmyybcaxRxS27mLEM/TAJJtL+/f+ds/KM/+qMzd7d/neWrSg790xHx59/8+oUQLk3T/PsR8S+++fX3t19QyrqmaX5vRPyVN7/+Qtu2f+q+5z/jOxbkUEV+/dd/PSJmL9YkpBTgp/Zl6Xa7hRDgMu/7pGluUofh9c6G6YM7BoW9IFnM7tsYIYUuLy9LqGw2WiLiTt5Wz1cDyvNAn8dIp9MpXhu0Nd/bkOX6+rqkd2PRPjs7i52dndK3+TB+fX1dcrBTLvd7vPfeewXkYnwwpjigYrDxN6KS7K3ymLa2bTtDJNoTyiAa4Pr+/n6Mx+PqYecxYlDKRrwBEQv18IEi4tYzPCIKsYahaqAHEhKAn/QlWYiAgnRETk5O4tWrV3MNrLZtC1nZ6/Xi8PAwPvzww5I20d74pEdEf90e5jHt4sCSQTYDECsrKwUM5u983lE3/hz9jU5zgMqSSQyneGKe5QOzQQunccqHAB94DPaxnpjUzUABupg99u4jkrIA2B0fH99Z97ymjUaj2N7enomaoc7c1UWfMk+ZSx5THwh9QHWZHLY4GOQ7zwxmAWJ1Op0ZYso/5+hNSB/GBI+0vb29Et1GHdAhSH+n4ELfTCiiyxlYY36jiwbNOJBxUOv3+3F1dRX7+/t30pjOW2fsucX6DMHOZzgA2DOOvgO4J2UlazVrq0P3MwnqMTRwzFzjOdrrKBcfWA2wID60G3SCWLbHLHWoASV8zroHGOr35AOwiUfvp65vXv+pH/NmfX29OFJERFmr0A0izE5OTooec9+XI1ZNlvnL/Y5kMjWDptkOoh9djvs791netwxq8zn6y6CagbNMvgBsex3yWutycxSY5z9gTN6zcWJBf9HT6fQ2qtU6go7mOUe/ew2z5LoaSMprfwa7PT5+D/2UwVg+Z900+UX/u23eIzxmrIuAW/QVbaLfEUcf5X2I9afm8Uv9czS1I/ttJ1oM3OWvGnFDv6CreQ55LauBvN5rMzju8c46koHtbMtlEDMTEfPaAumP7uKcNJlMihOO28F8ZU/h/sBManrdY1/wnRbUn/14PB7fcSRBrPvY5Vn87hr5kHXa/W/A0/2bxyzri220bBtlQLo252uEWk3y+leTTNS4DSYubO/k53Id0BevL15PrKcmQHKawqyztXd7PGrtfwz4S/tZF/ksdX8M0ZvHjX7NZEPNXvHf8udyH2QbvNYXNYyhRgryu522vG4yZ7wGYnd2u907gDm2J9HE+cyQ9wL/3xkDHOHTtm1ZS6xvtDs7Iy0vL8doNCrrEZHzrLmcyx116/3aNr3PUzVCYp4eQZL7LEfZmVivveO+M7ztI8YKW31tba0QI4PBIHq9XrGfOQvd58iKE4BtL9el0+nE1tZW9Hq9mT2Tc3G+HwbB3sdhFwLLKfWdTnkymZQsHxcXFyW9MXtBXjN7vV4MBoNYWVmJk5OT+Oijj+Li4iK63W48ffo03nvvvZKlBH2gPibObP9PJpOSKYL3EUE/HA4/N+h/enoaBwcHJcvDY2Q4HMbTp0+/0DRpC/liZDq9uf8dZ/vBYBDf+MY3/v+u1g+NfFXJoX8oIv6HN7/+ybZt/43PWd5SRHwcEU8j4lVEvNe27Xx33Lcr+/dFBETTghz6LZK2beNXf/VXC6Fy30XmWUiNBCkBkOn0LVlMuvhQ4+iDzGJj5JJWKJMNPPPkyZMSrZI9oRGDzTbUDNxE3M0j/hihDhBBw+GwGDqfRa6uruL73/9+/Nqv/Vrs788P+sPAwkADSNvc3IxerzdjVLXtbbomUmEZaIy4jeKCyMpGF0Jud8g9iB4LABjgRcQtqJGBzLchh3LOdcbQ70Gy0WoAdG1t7Y7XaAarMPKvrq5m+gECAmPauuYDMuPD/MqC4Q3giQFFlJj3kevr62KU4aXEwRAPM4M4Nt6Zr8PhsEQM9Xq9oi+MF/06nU7vzAPG0uBJt9stBxe3KRvOJiF86DQ44jJrKd1qIPJ9hNA8ue9A8DbStjdAPQcZiFaD18zFpaWlkkbu+Ph4Jkc0YBKHinyfmwHA7Mkccdcz1ekrOIhaFzIBxv84hEbcBUOYLwCWjlzj8myvI747AZ2GsGVNZz/wus7cJPLD3nwWE29OKQQoYGHeGJCjn+zFSB9mEAwdNzDPQdnztm3bkiYS4Bjy0PdD8JXnQW6bvRP5rPXEkSaOeLR+ZiKRNSPvn46Ky3PHBFQNOLOeZDCB8v0+1gM/jwAarK6uzqxjzt+NM4qjSyn76uqqOLZ4bZlnj9vr2aR6Bk5NMNgGiYgZMi2vT14DDa5kvTdpwZw00eA25PEzEYNtZY9f18t7WAbyEes+0Vp2GkDsiEN9DKr3+/2YTCZxfHxc9hM7CtSAN5NR3W73zn1fthtpL3+nj3IkgPXzPk9o6u00Q+5Lz0WvRwYMmdfW9fw+26EeR/eDUwNjh3mM+JmUKjiQeMwt7oNcDn+3Jzd94bUA3TIgVQN7s97V3usyM9Bo8ZqD/tCHmSicV0btHQB99CF7t21eRx9bD+mHWiQP64TTy1hf2YPoJ+ZtJhiyTrg/8zrAl/cX77EeOz/jMcljU7OLMtnkZ/3l9c1SIytrZEouu0YQZNvHe3YmbTN4T11chuvKGmB71euv5yzrhNc9ynf0QyYT3eYMZPN+EzD+ykSodd4/WzfzujhvjcjjVdsXan/zuOdy3H/z9hnbWhDj8yIl8mdwxuMs6jlQS4U7Ho/Lnsxz1Jn5zhi37W0kyOrq6kzUKWcuCCL6nL7DBs8R+9bPfr9fQHvvYfOEs29EzEQ+QaQQcWIgvpZm3QSP6zNP6OvV1dVyH6HTOmc9pg12mGGswI04hz02koQsC2Aabds++Pnl5eXY2toqWTSIzHUbHI3rNQjianV1tTh33UeKsCdwtpgn6+vrJdW2+wwnXmcgmCeOIq45ZDdNU3AoHNe+SKk5MWfp9/vx7Nmze6O1FvLDIZBEzO+F3MhXlRz6+Yj4M29+/Zfatv33Pmd5/1hE/KU3v/67bdv+8c9TXir7X4mIf/PNr/9M27Z//r7nP+M7FuRQkvF4HN/5zneq3v41MdiN53hNICFOT09jPB4XT++3zak5nU7v9RhhA4+48WjA29yGEWRERBQAzJ93eqKHNlB7+7CBQwbN8/B8G8HQPDg4iNevXxcygcOpxwnQBsOOO5Lati2kB0YjZBB3d2AYW3IKpVrb19bWStTM2tpauQgdYNhRO0514QM1AghuUDQfMn3g8wHEofeATwAjNU9kyiYqB+KrZsBhdHGHFcZejTjCsMYgB1iw5zjGZ9M0BfT2e1dXV2dIxOn0JtzX0Q4uh/R+6DVEjg+iBomts+6Hra2tkroAMtdgUD7E1YS0XxG3xBJkI+PFODGWBlyyfnl9oP61Ay26cR8hZECItDwQtiZjmAvW26y/GQRDT4j2IQqSPMqQPxz6IITsmUwfG7ynfyABOGwYUJ1MJmU8nSaLfslAhucRnmxEBGYAmTYChCHo7ebmZrx48SIuLi7KfVnj8XiG9OSQi7cdqd7scWhd90He3rjoBHPM5JSfM3iDuE/9lYGArIMZZIyIQnxmj8mI23tLrBt4oZuozUCp5wHrYwa+qANtd+oKniHKDCLRgKmdHexN6zSMJkaWlpbKHgJJ6JSeGYCi//xlsMF9myOgDHoZCEM/MyHNvmdPWROJ9uRln7Q3Z+5XE07Ul3c5FaUBRWwE+pEUYBsbG2Xf9xja/oHc9XzP89N9h36b4Pez9Cd1M2BoxxkDa/SRyX2vE/m8Yt3gyzYSNp4JGs9hUqFQb3SKsYP88LqNwwLp2SD+sAHREdtx3ve8DtT2ao9nDSDNhDmSgeRMrEJaeC607W0aJfQ9k8J5nqOTGazz2kM/ARI6ZRzCuwzYep2pvTfbWy6rBt7ndZQ9KvdpJqX5fF5/rHe0Oc8Vnq8RVh5XPpNtWeuxAcWcUimvzV5vqIPJMesFgKLHHhsR8JE9Me9N3r8fAolpO/PA41mLWrNeZFsql0mf5vXen3F0K+OVwe2aDWcd5Fk7jtXqVBPrNvWOiJn5y/99F6PbkQFtPg+4Dkhm+6xG2mBjAsJjP/JFG70G3GdfM44G/91e9qAaWZTnsNtas6Xnfc/1mqeLnmN5fXF782e85qDH6JTP2NTbmROsJy6HNOo4S/LZyWRScAueJbU65bJHm6ilzGwTuo3oP+ce7x12MvGZyFGLOJRynuEzTXNLVPNFZpDl5eW4urq6k2681+vF2dlZHBwcxHQ6jbW1tRiNRjOpphl7HLqIZLdNgN3hKPaVlZVyZvQ66LKIqmfv4/Pr6+sz6dZzppbHCues9fX14my3v79fMgQwhujYs2fP4t133y3nhocEsigi7jh8+hnSgHP+e4wQBT8ajT6zw/B9As6DEyt70A9a2rYtmBX9sbS0VO4VWshCvszyVSWH/kpE/N43v/7utm1/8XOW919FxB948+tPt237tz5PeSq3FxHfiYjf/uZP77dt++EXUXZ6z4IcSrKzsxO/9Eu/dO8zTfMwIeTDMGAzgDlRCQZtHhKD4fME45GDm4EzA+dN0xSjCq9kQPHDw8M75dprlHfwNzwB+fq8m/x0Or0TxXN8fDzXO4VDhT3KIQNI7wXoS/QBXuvZo9RAzjzPIQxUh4NnAXSxABwZ8ELwjqmlHsRwxqMI0M2Hs8f0qYEhjNPBYHDHWLIx7gM7hjr/t9FJPT0fAL4AkTmgzkuvCNH24sWLEobOAWh3d3cG6IWsmk6nMyn+OPhkANcHGB/SDapkoNyHnwxSZ+E5Djz2wPOBiXEESOHLYu/Mmm75sMm7XQ9HtdlDDbCHUPr19fW3NpQ59Pjr7OyseGmfnp6Wg529vDudToxGo2jbNj7++ON49epVATkRg9CMj1MA5i/mF2uOCRUDFZeXl4Wsy2OJ5LmcgYLsZZsPx71er+g9hxEAkm63W9oK+UY59sZE3A7/bA92fmds8Tr05zNJUQO67fHJWmICwAAdkuezgVSEOcA8cNq8GpgZMQtcGyxyJAEAOunrGHsTwETrMgaMocENyuB/vJ81xiAffUKUiAF1k7/uKwM77P8miuhj+sWkQG4r7fMFt2174+CQ0zZCZgFWQCK4L+hf6sO6AClEXfmOh6/nBJ9jP6KukDeUzf8gNRz5R1mZKM37Mc4tjkIykAjglXUbfaStdsYBEPMF9tb3DHIiXgtMCvmzNfG8tV65vrYL+BmvXmwgg3U14NLzJpMv+TPuHwPU7nvrYgY10VXbX+iQnVxqfeL91fut+9jPMZfoc6eM4fl8D6NJjBrobzIm16Fmu3mdyHMh23T87khH9rNMoNjGyGNJ29yPtbFDTw0MZzvBa1aeLxnMzu2yF3yuN8S/7S302/uxy2YMa31AG/IdI47etn7QdjtX0G+ZEPGcsJ5lQsX6aRvJpESNKOYZg/C2N6077l9LnqcG5q2XtT00jxF/83fqZp1xP1i3sW0y2ZZlnj4jnsNuFySE2+Y57LHI5DN9VXuXCSLriueC507Nvq+Nba1PMxHlMu87N+TzhR0gfMZmzaudR9ENOzxk2426YieiH5xDKMNkJOU9hNfl9SYTRhG39725zxlPCJpOp1OIEq/HzvaRdR2Hqxp2gpPa0tJSiRBhjGpnqiyXl5dxdHR0b8YYzs+U5z7w9+l0WvCGfr8fT58+jY2NjTs4CWerfL9wrc+5xzenAswCloJD5+bmZrm/9Acl19fXMR6Py72iWZrmJpPLxsZGwcG+ysKef5/j+EIW8mWSLxU51NxEBP1nbdvODfdomuaPR8S/8+bXDyLix1ulgGua5mcj4q+++fXPtW378w+8cysiPomI5Yj4Ttu2f88j6/q7I+L/btv2YM7/lyLiT0fEH3nzp/+2bdt/9DFlv600C3LojlxfX8cv//Ivzxyq+fIFgRj/WbjoHuDm6uqqRNOsra1VSQW8qolgAeShPicnJyUSpQYkRNymobOYELq6uippaEhFA/jUtm0JD464vYyb9vrgZCIIEOrzCuQIhBBGJBdnzwNdIiI2NzeL58nr16/j008/LR76EAdOc1UD43MqEw6EjK+JtsdEUyGAktxTlT1v2rYthFXEjeFEiir6F4ANr2vuR3pIADjtZYWXDrniCRvn+/7+/p2IhydPnpS0e1kAPOzRhrFugo05QdkZPI2IopMZiD45OZk5cDGn8NzKh3Au3DT5YpDjPo/e2vjVvgwE8GXvPd5nj3HqmnUQEMl3OlF2PmzQrwav3Y/z9JI0DY85TMyLGLKHIh7aDxHbADT9fn+GVOQghPe7I4cMhgBOmPDhu0m0tm1nQFf6BPCX+rrciKgevjPwaOCTtAs1gjMDi6ytgKR4L7OXQDgwZxydMU9yJFkGKDPAUAPmDNzNS31Q0wkOrBmINFFFClb3YQZYTEjQBtfbgFntXq8MdvI/xiXPSymPoQAAIABJREFUSXs3e24B8DMfvMYbCDbh4+gyIikpPxNl1BOCDL0FeGma23ztnpO1SF/6bTqdloM3OliLYmKdY+2j/dRveXm5RPdAWK+srMw4ZWDDGGziPVzgy+HeIBx9b4LJxG9ecw1Gep9HTwwyo9cmRuk7j7XnRl6zTVTSx1ln/cy8PSKDi/PsQfo+g995vc5AI+OdgWTG2PXNIKjL9NjlPuZ56yt9C/nqtEH8n3I8h9BLpzrOe7P3NMqqAc6sBwbzvQdlwL3WptwXJrpytFceg4jbeeU0aQZb3XceS7cv2wHorJ1oHFmeo8wdZUEbs95lgNbROVncnzyTyVCLdYo+815svXO/en/lOeug+8jPW++suybiHXVQq6fnF2uQxxO9tB2Q65H3T+8ftMkkrfUwE/GZBKjpDvqdzx/uYxN73kspg+e9Trt/eF9es6xTHmvbMzUSJLeH93seeI7ZXrAzAP/3M34n7axFwrP2e6+pET65fe77vP7k+Z0l9zH7p+dF1l3rgvcvO1VgD9gRwuNvHbPNZFvJ52e3Ozsj1e56mddO61xe1x5zDmY8mRc4a/qM2+/3YzweV8/53W63pECLiBIhc3R0VN1vI27uc3n27Fm0bRv7+/txcHDw4Fkv2xfY66S8NOH/zjvvzNwL7b75IgUClawFZAr4rYh++SIEku3k5CSa5jal25el/gtZyELuypeNHPogIgYR8Rcj4n+NiF+LiOM3f/u7I+IPRcTvevP4ZUT8vrZt/6dUxs/G25FD/0JE/Advfv0Tbdv+24+s65+NiH8iIv6biPjFiPiViDiKiPWI+B0R8Ucj4iffPP4qIv6Btm1/4zFlv60syKG6fPTRR3F8fBzNGy8NwnZrmxoG1Onpabx+/bqE9DoMumY4YCByINrY2CjAvS/RJTQYQ5b3OXrC9TAwBIC0vr5evEZyrt3pdBr7+/ulnAxyr66uxmg0KvXD4+g+4f33pWTD85mIg4hbY/jy8rKk3qsdEgmVx6vo/Pw8Dg4OiiFLugoIoWyg16KD7KkNWMbYUSeDSBF3QQgDl5BykGw1Lz88a7h0EsPX/UgO3XkRN1k4sEAqra6uxvb2dmxubs5N8Xd5eRkfffRR6XP0ltD4ees2hNPy8nKcn5/Hp59+WqK9DLI4+iODjZBhOXUS+k9f4UE6mUxmQEHEhzTGgOcM4Jo4wjsrH0ZrAEw+QPpAMI9o8pzlM/a49yXN2TPS0SkGKzJJZVDaBzYAXC5zzQJhwuGDFAg1mUxuU2r5bqzaOsBBkHRIkB+sKy7L4GaNkPW84v8+FJvkYLwdvWAQxWClwbG8DjC+EbdglUGuiJiJRsqfgQzDY9Djx3Os/SbaDNoZvDEYkYklA3ZZ3DZHcNUARZeRPTzxPsyAbI564wBrsNZleg6h3+i9CQDrNWQNzgM5hYrbTb1qICft8MHf4+LUl5PJpDhpWP+8r3pdMAEMmM7lxRDbBkggJSBqPe7WkzyniMbguYgojgc4jTRNUwg19jPSrDJWpD712kXZjMPJyUlZf032dzqdGAwGsbq6Wvqb8k9OTma8mE14Gog1mDoPWEcvDMwbcIZsxx5BZ2kLHumMvSOo27ad8Vg3kWU9zSSx53gGNQ08ZlCzNp5+3vM1k/y1fYc6oSuui9fYHG2S353XDMaCfYloNtYp9NgkLXsyaXjm7aGer5kAdp28VllPvO94ffL7avuvSZm8xyImC/y9RnAjNb2gX7zOu31ec2qgOn2WQW7GhrF3f9bsk9qa7jXV37135v60XtT+xt/ngcY+Z7j+8xwS2NPz/MmkKPZKJh1zn/Pe+6RGXniftOMN9et2u2X9tA1px4Ssp24LdqvvXOPdtX0rk0v0pctCH91P3g+pO7rssaberKvMa/ol60juv2yLZULEz9Z0lPlgO5k1m78RmUufeI7NI6O8Xrl+2YnBYicV+jW3lfJw5uI527IRMXMGo599/yZr7NbWVjx79iy2t7dnzjT0JfYhNifjbFvIRPL5+Xns7u6WNGqPFZ81vH4Yc3B/eV3ws7V1xuPjtXg0Gs04mBweHsbFxcXM+ZyvZ8+excbGRuzs7FQdFSNuzqMvXry4E5FyfX1zvybkWO3rvrXi9PS03Ns8Go0W5MZCFrKQr618GcmhH3nEo9+PiH+ubdv/sVLGz8bbkUP/e0T8/RExiYhvtm376SPr+mfjNiroPvlORPxTbdv+8mPK/SyyIIfqAqnwmNRLl5eXsbOzE+PxuHjcPkbPISAcLYBRTC7YWoq3q6uby3avr69LHnp7GNo4HwwGsbW1VY0WwFDD2MqHNnLzZqOp2+3eucTQz3zve9+LDz74IK6vr6Pf78doNCpAGGCCLwvMxI89BH04z9EvHGL29vZmIhBy6omIenQQRjrk19bWVhnP+wxFyjZY7hRKPhxAMDnNV6fTKd5IBhMNnK6vr8fFxUWMx+OZw2Y+fKJn3GXAoblpbrzQuEcIAZTla3l5OS4vL2N3d3fmcHV+fl50LGL20M2h5/nz57GxsREREZ988km8fPlyhjRw/uaaMKa5br1eb4bU44BEuzjAGjTMnsA+fHrsa/MS4BWdo24+1LiOBlzsyZxJG8o26GZ9MPjGYZOIvMd6oWUyeDq9SXm2sbFRxp61hXkF8QwAzsHTfQOQnfP0W2qAmslbA2z27PTcZD46ZZT7mAO97+XIHpqsmU+ePCnPzqsnoDyHeqKXDD70ejf3ptB/BjM995ifTovV692ka4RQ4eBpUidfyE3/e/7bS56/uc0mZgxmePyQDMT4cnEDJgCYJl4dHYNOZADIhAljyfh53hoc5XN8hrmQSVbrlNc/A+OZQHA/sebSt9QZYCYTWbkMyGjrLesUkY6ZlKWekLPkwuezeMoCFp2dnZWUL8wb9pJut1uiXvP6D4lFHwPyuf4I0Ujcu8e4M78RSCKnyTMwiT00mUxKHxqM5B4x1ykDzwY3qQdrgcl8f8brAePq5zPxxDqYdc0AptfuvO54DbcOZlKA//s75bBPZRLBxLTHibo6+sKkgfUPUtHl5Xcw70wmWM/znKEv2ZMg57w3uE7Mg0wIZ8Fe6PV6d9Yl2sZYet0z8FkDpi3eoxlL23sG/m13t207k66stt95jaQ+7g/6HD3JoKjnj8fCBFjWofy8vygTQSdyP/De7BTgL0c08t1zgvfbFmKsaKfbz1hi12XiyXaK1wDvG56Lnnu2JWriOmcQ22B3Th9r8s9t8v+zTWndZUzu09EMpPN8HvNMmtIf+e5Tj1/NacxrRX4376GfsEmxZyNm7w30eOW7X2zbZIc5O9HV+s9EBDbAYDAoUeZ2vsHe8r2Ped91ND3l5ui7Wj+x9vFZZ8wgcwN9gZ3GXm3pdDrlTMzdLxDn2NxEhw2Hw3j+/Hlsbm5+LqIhO205S8jV1VW8fv06Xr16dScVqfs96zznVuwFUpixbmZ7n3WT92Y73z9ju21sbMT29nZxvHL/Hx4exqtXr96K2GqapqRre+zZaSELWchCFvL28mUjh34sIn4uIn533ETdvIiI7Yg4j4iXEfG3IuIvR8R/0bZt1T26eQtyqGmaH4+IX33z63/ftu0/8hZ1/cmI+Icj4h+MiL8rIp5FxFZEXLyp69+IiL8QEX+pbdu6JfwFSbMghz6zXF9fz3joHBwcFM9ejMGIW9BjeXm5GFuPSceW00uQdx7SpRYNEHFLLqytrVW9Q/n78fFxfPTRR1UjDHD5MQJZ1O1248MPP4yDg4M7wH7tUEt9DBgCivE3H/BJx9E0N17cXGY/z/iH/Mh3ORCpsrW1VaKpJpNJvHz58tHROfPEYEYGStu2LfcGABAaCOZ+pMdEZkVECTGfTCbx+vXrmZRVGOFuey6zbW9SCY7H4xlwkZ/tKekvIpwmk0kcHBzE69ev76T4yONowIq6u2/Q7xwtBCiQ9STiltysRU+YaKrNMwMI6JlTRRow4Hl/DsCWsfbBi7E3GZQP/QgHscFgUIhePFNrHtauf64PZI+99U0iZI/JDMhkD8TaZwyEGMxgLDqdTgG87cXusc9RG+gHz1FO0zRFFzhEolsGwjM5YuCTdrJGAapaVw1ko5uuG4dXxgoAoN/vx8XFRXz00Uelv05PT8v6B/HL+LEuA0yShqm2/po05MBvoT/pa/6fgZf8nf4xWcW6SgSGI0kM7vBeE6hOFVYDOOk/2k8ZeewyaDUPiKcM2m6gmu8mYNy3rAf2RCYyLIORXpPxCq/NR9/ptbq6Wkh6QDM8fWnn6urqDMjWtm0BziE9WM9wNKGdeb4x5jiSHB8fz0TMGNCFfCNdE+9mfNxm3mfABp2F6HcKW8BHPOgnk0kh9603eRwzgO59ws9Y5zOBU9M5kxuI25eJRsr0+GbSNNfXALUBNmwOk3BN05T5ZGcLO3P4XW6X9yDPpUzsuJ2uG8/Qp5no4Jma97Q/Y+H5TH6wNvB3IulYT6k78wI983z3XjEv9VQWg5wmovy37CFum5X7ILyXZ2CTdzNv+Ju/39dHNQKg05lNn5XJgvy3TOK4/X7Gc8a6g+2bo2EgASGaaTuEWSZN/G6/E2CddRRS3tGNub/cF+6P3C+ZZPD7LSZE8vrk33mXnXaoj6Mkcj+jq/N0kTp4vK2LJk5cp0xC8Rl/sQ6z9np/tqCzWf/4QhdY19yfy8vLsbm5OZPeGV0gg0Gel3n9dD9TH6LEM7nGXo1dlNfsefew+mzjqKhsb3ocGLuIG7t7a2srnj9/Htvb27G+vl50FydDSB1nQcjCGSxH49aEfR+7+wcpvAv78MMPP4xPPvkkLi4uin45xfxgMChfnD0+z7trDp+M/9raWplv8+Ty8rKkh39I1tfX4/nz53PxkIUsZCELWcgXJ18qcmghn00W5NDby2Qyib29vdjf3y/eRHt7ewVgJOevo0IwxgGF8oXxBjOur69jf3+/gD+kSLu+vi7l1QSv9Rx5YE+n6+ub+4vG43EcHNy98qppmtje3i51foz3znQ6jd3d3fjwww8LGGbPLQugefb2BQA1GEsbANXwRjw7Oyvh5/mAAkCT05Th6W1CiP549epVjMfjB9v5eYQDFqBhTtHFHRCkUPIhPUdbALhAzjyW0DIowGcB87wud7vd6t003FtzfX0dR0dHsb+/X81vPS9tCHXwXVp8mUykLvZGzukJOWAZ0Mvg3jyCzWTtfWkPLRwuSXd4eXk5o2+AWYDEvV5vhtzN77fXJd7ZHPYBL5xyK7fP/XOf56hBNksNlMt7s/vSfcpXJncMGtQivuhHjw3v9WGfupkoRUc83wG6mE+O/nHd8HjkfejcQ+3Ofe/fDfwD/pLSg7YwTkSFbG1txXA4jMlkEp9++mnxjAXQ7na75eCcwa3pdFocDryX5LSLNU9NgyUGoDx2mdw0kOMyImImKiyD2VnHPc8MEjF/Kd919zhQR9rMM9kTNq//gL/Pnz8vhEyv14vLy8ty9xlrF4RkBnsdmcXcz7K8vFyizIhatfdu7kvqmFPOGBBGR90m14n+Qi9MZpuA81hQNrpG1A/9f3V1VYC/DEpCtOFJ3DRNufsOz+ic8strjEFQr19eR0xEZFIIEBOw2euL22Ww23pci2rx3DDA7eheR0i4HawDTgfpiFCimvOaxHu5R48x9D7FOuu1BsLJdhLzJfcXxGQGshlHRwui28wniEXrbgbH55EEXk8g8lkns3OAP0OdMylgEi1/ub+8n3i/yo5FJvlqRJjXzOxoxP6TAWfPM4PQWcfy3ufna/ty7lvrRm435dsG49m8X1vHab/Hx/sWJIvtAxMafg/1dX97LFnj3EbK8dzKe5D3MH82tz3rRf7u/shj5XXJ4rUpk1G5/v4M39HFTKR4vK0ftrEYCwh5R/J6DLMjEPMGHc/C3MxROZT/5MmTGA6HZfy8xno9ov2ZWMrC2PuOXpwbV1ZWSio128/WNX4nA8F9GR3swOP28G70kra8zb0n2Je+c5G98MtESGCfRkRxFvlhlrZtY3d3N3Z3d6v/X1paiufPn8f6+vpvcc0WspCFLOTrKwty6GsgC3Lo8TKd3kQHQQRF3HjrHh4exnQ6LanNIHC4fC8fPDiAAhwD8nFAOjs7K4Y3B3ZHmmQhEgbQHeAJcO76+roY5W17Ey1yfHx8p5xer1dC3YfDYfT7/QJa53tvbLS/evUqjo+P53pX1QSQKmLWc9Xt42ABEXJ5eVn62OCVD2kGV5eWlmJtbS2ePn0am5ub5W4E3nlwcBA7OztzCTDyFvtAmL17a8AoArDDvUo5hQ/PcLE3dzDVvKVMNE6nN7mZa88BWtuDE32DSPDdFa4HgPtgMCiHbkACUj2Qgssp2LKsra3F+vp6NE0zA85xdwFpi/KdM/b+c5oqp1xsmmYmndFDB9SIWe9+65gBAJMg/MxhG13HG96pqujPiJg7Rw1y0KcG9ji0ZeCrRpAYfM76Z+LC3q1Zf3NURvb2rPWrSRJHWTnSgLYauMxRQhmoY2z4LPUm5Q91MFjku5giokR1EJEZESUqhLuwnH7r84gB2jzG9EEGHSBVSRXJPURO3XRxcRFPnjwpXrsG5Jn33e5Nyo2PP/44Xr9+fQdoste0PV8B7r1mRkTRJ0eJGUj3mDZNU0iSDLYbRMMj1SChI9Eg6jqdTllHMrCIvmSAlrZBLkEq+F4cAHrfFUfEGKSQiT8T9ADlgHOuD312eXlZyL5er1f6l/v/fBeGiauaZODWxEp+zj8b9GdsPF6I17ncjojb+7Q6nU4BjQAhHdWUgSTGk8hJ1z+Dpp6/ub2sH8g8IsmOIplEos2OuMpgNpIBTkcgsq6hG0RZ5chP7jFEb10v7A2Pi0F4R2fkfcCEBr/zM3aDSUDq6mgXE0EmILnH0uQsc9lkK2RWTh3p+Z7tLX4mTSpkfQ1czsRX1ievR9nOyiB+zXZxfXjGYLoj4SJuCSETPtYRxi3fpZb7OetvBvwt6H2eG/6dstwHbnPN3snzynMxE0V5zWD8mDs18sTkU64Xc8ZrkvvA+mo7i73B+02NDJq3fmIH5OhT2yC8h72AdtXGjbagIyYsPQ/mrdGuS66z7a08ZvyMcx8EPDY2TnEQvDmV52QyKWtSRMzYX+4rbEjWbOaESRzKs21WizbL6wD1i4iShgwHvSx2QHhIWEeurq5if38/Xr9+HRcXF4U86/f7JfWbHS3nZQxYyJdPzs7O4pNPPpmJiN7a2oqtra3FGC9kIQtZyG+xLMihr4EsyKGHBUJlZ2dnBkjb398vQPfp6WkxVrvdbmxubka/33+rd+zt7cXR0dGMFxWgZwYcm6aJ4XA4ExLPV9M0cXh4WCJDkOl0Gnt7e3cuUo+I2Nraim9/+9sxGAyqBlfb3qSNOTg4iP39/fJ1dHRUgKVcv9FoNJPyreZVzKEEAM/gIGm2AC643Lsmq6urhWQhyoiwecqjbO6IwhMtH7Z7vV5sbm4WAPwxXz4Yc8A6ODi49/6ptbW1GAwGcXl5WdLNWQCbIBym02khmnKZk8mkXAoNsO78z9SzBmxzkOeQ5TH03SwcuiEysiwvL8dwOCz1oT84XDKOBvr5wjPP3qlOUwKAAZiZgcYM5uaUbpkAMkBhT0WnVoqIAnoQ9cXvzHuPE/9nDtJ/TpMWEQWEOzs7i729vZnxMJgWcUu25JQdefxc9+x1698BjwzU8Z7sRW8yyIAAZJnBV9fN45DT1jXN7d1hjlrxvHE7KLvf78f29nZsbm6WdYGUkoD6Bu0glB1ZQ1/maCq3lb7IwFDEberDGjhk0ok9otu9uXCXOUGUH0AGa1un04nNzc3Y2toq66DHGeIBEozxuLy8jIODg5k7kwyK2fuY95EexvMwE4e1VHH0C+uCdYO1yQCdwT/mCMQDY0X96DPAL+ftN2hOewGQ3ecQqI5Sc/9NJpOytjnFkQEHdL8G8LnfT05O4ujoaMa7OfcVv7uMeWCxv1OHDJTyN/5eK8PvzmX62bwGom8mWyBIHMmaI9MM9JuwM0gKwQS5xNhBzPAOk16ModeOXHd0hnowltZ9e5G7nqQvdf0ZK0e+oL+ZMOV9Jj9oMz/TD7bl+J7rR/v8jNcqz1GXDQlq4N46wJ7JupaB9IgofUzEO+QQ9aS/IXzdJ5nMmgecO9LPe7YjBbx+57nkPb5md9T2RNprXa/Nj+wsYrEDl8F2kxy022RIjexxnXLKQ/dRJtUsHjfqkPuN95pEy4SVvxDv/3kdM+mU/1+Tmk1N/T0n3dZ5EX4uj8/7ntNs23kPQF9wkqiVnetmu8iEyjwCL+L2rhvrgueqI9W8v9ouiog7UfzUp23bcndr1pvpdFrIEvY37FP2eerqOtH3OEVAIONgg44+Jv1Zt9stqdWwg3+Q8jbk0kK+GjKZTEr6c1JwL2QhC1nIQn7rZUEOfQ1kQQ7dL+PxuBAJyMXFRezv75fLzLvd2/zlS0tLsbW1VcLaR6NRiS6YF21xfX0de3t71fRQHCbt+fj06dN4+vRp1UC6uLiIly9f3okqub6+uR/J74fMevfdd+Odd965c6CbTG5yPvPFgZW7EPh7TtFEygAur8ZbFaDe3tU5sqTmteeLPPPX8vJyvPPOO/Hs2bNYXV0t6fJq6wyAsqOmDPK0bTvjmZeBO+Shv0fEzN05WZaWlkp6tuPj43KYBUTDU9uHrNPT00IcWkg5CAnD3xg/9+N90T72vvPh3W2gTW4/oDCHwpy3vmmaGdAuf0FYmWhgHkGy9Hq92NjYKOnaACoQH3Tt+Z89HQ1s+S6vTB76oD0ej0sf4PnNWtDpdGI0GsX6+vpMJA3RE/fl1T47O4uDg4MCQLGmENFlz07rF0SbveNNcmQiyn2TASJHLdpb22CMgTP3b/YCjriba58+pzyTTJm4yiCWyzcp6LuYckpA+p+/ZXDGusD37AVuMhAQ5/r6uqx3BtFMprgfSGHJ+nd0dFTWJAO+tOfp06flvR5H5jBzAr0H3IbgYe4wb7KHvIkxp7maR8yZmLCXvfXQgDZttr4CdDIPAMbsFOA7BvLl1hCuGxsb0e/34+TkZCYNKvvC5eXlzF1hkMzU08Bu0zSFaD85OSlzbR4gip6wLzlaxncG8Rl/N3hl0sVEBM+bEJrX17TPn6mNRwbN/CzvsT5ZXGZO/Uqf5/dlwNVRW/1+PwaDwYzn+Xg8Lul4TSy4LdhSkOh+v6Otrbdei7xv5vrTlyYy6beIWwIY7/osJkTQt4iY2TO9RvjdJoU8f+zAwPvZaynP63Zexz22tAPbzutrbm8m2wC4WZ9Z//JdGl6L8vzJRJXXdqLQHZ2U9cpzZp4e8//sXJDblSXPIYv7hXU6zzHX0fuPoyS9L5uoNnlou6lGLuf1we0x4WdywVEtuSy3u2Y75X3b3/1crk8e+1xGBu/zPky9cuo1l2Nb5MmTJyUzAGuEnYvY+4lYcVQ3fcRzETFDQrs/PYc5YzA38vg7iidLdjAxAciZhn2TcbSNzt7jVJlEFUfcEu3sTayL9J+zKNB2IvYjbub79vZ2PH/+/K0IHexQ37VTm28LWchCFrKQhSzkqyULcuhrIAtyqC6np6exs7MzQ7K0bVvSyJ2ensZkMimAdcTNxYjkMn769GlsbGxUCReIoouLizg4OIiXL19WPQX7/X5sbGyUA+jm5mZsbGxUDfm2vYk82t3dvXPwPT8/j729vQLI2DP7xYsXMRqNyrNEsdTSm11dXZVopFqky8rKSrzzzjvx3nvvlQMTl42en5/Hhx9+eCdSAjGA0e/3Y319vdzvUpOlpaV455134pvf/GasrKzEwcFB7O7uzvUOdJSGyQH6ikukf5DeaE3TlLQzkAhO/weYCeGGBx+Arg+wAJXn5+d3ckfbSzDiZtzI2W0goW1vLg0eDAYzB1R71Efc6CyHWQMQHJBpE4dpwKXsdeh3G4SDTMEjFFIFwos7QwyAzBPKtqd3Jk8AMPN9XwYIj46Oiv4TbQH40O12YzAYlFR73LvBGPOuTDhRPh7aEbeRSZRvD3v+zxqDxz2gO8BGBhgAChiD/Az3i/h+iaZpytyg32iP9aIGLJlgATg0qZRTfOSyDSjTdvoaYNkgFGS8QQkAVYhV1yELRCyRZYA1R0dHERExGo3ixYsXsbGxMRNlaP1lnSQSiD7o9Xrx7NmzWFtbi+Pj4/jggw9KxBCgD21xXU2K52dNoGcgNafcyhFm7DcGBzN4ymcyqN7tdmfqwucM6EHq8FnGDRIGssY6ki+eNtHv+YhYlwHAWA9J1ef7m9q2LY4Lnv8GSZkT9BEAPGuXQVQTcJSTyTH3G/3P2DhqKq9PFgPdJl9qaYJy37n8TNBmfTAJmAFdAE+TWHbWqAl7ABGrERHD4bBEzbVtW1ICsZ41TVMirvlMTsvJPMMLvuZskUmD/D/aSZkZsGdtY08mSjMTVl5LWAeYt5DMfhdkAbriqAQ7SziC0Ok5czu8h+U6mfCLiJn7ifh/JiddJ4PkzEHm1mAwKCA7z3U6nRmCNDtmmKCgbehxdlihThl4NwlBv3lcTJrZkSTbKDwLaO65WxPP9TwWzDMAetIOOz2hx8z7sf+Xo8GsZzUCjLY7DbPL8PqLzjuy0uuY1508BjzD/1gLcx/4+dxHuTxHzZh4sr2b+8LOQ6R3dAQ2f0N3J5NJifZ/8uRJjMfjElXsaCTbQZxL2PtJy5bvCPNYLi8vF+eULNZh2mMHOLfNczffS8ZYZ3LZ4nNBbS9xJPs8aZqmpLq9T3DiIAKZ88oP8py0kIUsZCELWchCfjhlQQ59DWRBDt2V169fx97e3szfJpNJSaN2eXlZDPSIG4Ofg8lgMIhnz549eNnjdDqNnZ2d2N/fj4jbvOt48uMVyaFnNBoVEoHDO4et8/PzmQvOLcfHxzEej0u6NerV7XbjG9/4RvT7/Tg/Py+EUI24adu2HLgc3h1xCyZtb2/Ht771rXjx4sXMweHk5CR2dnag7dxGAAAgAElEQVRmUs9B+phwMMA1TwCWtra24lvf+lYsLS2VyK4MHAEsQYydnp5WAblOpxNra2szUVh81kBCBove5m+QCeT0zhEPETfjPx6P4+Lionj8nZycxOnpaUTcHmw5zJ6dnZUDK4d4LkwlBRrAhFPoOHqDFBI5rYeBBw7M/A6R49zeNb2bJ0S9QPw4rZQPyniJ0uYM6BjkYsxoP/836J3JmppnLPUiEssEokEaQGrmqyNS7hOeNwAO+Hl9fR39fn8GUCJKyeCEc8BzJw3t54u55OgpAD2nBIQMQp8s6AGgFyBcBgFzX1N2vgfAYg96r2OUSaQQ85A+yYIHq0k7exr7bxBBrKuss6wR+Q4uxoA1h7QrKysrhdh0eguDW6ztn376aZydnRXgGE/fpmkKyJQ9+/nZ0RE1kJLvBp2yPtNHBtuyWFeoO6AdpGFtrtCfBnodlWhCiffYu97gny+wt0ynN/f4+b4V6gpIxdrkOvI3PLE9N6hL7hfWE+YPJFgGvK2HmWijL5mfHp+ImIko9Hw0QUu7aIfTNxroNLHttdDkPH0YETNRKfleF8TrGGC0yQP3FWTeYDCItbW1mfsWIW0hvbkDz4407sOtra14/vx5sQtOTk5m7kj0F2u805/VyACPT8Rtyjb3CWPm9LFZzz1vWPdNwlpX8zz2WHjsTMQ6aja/v0aaZAKB91C/HJ2S+wZg3hGmeY5zh6X/x15FxB1zw/3t92USyKSD+ze31Wsb/ZT3Me8fXrtYF5qmKes6JAF1MujO+NKn7Om1MbAjj9MkMi89Lq4za+nx8XFxKLPuedw9hxmPbO97zCJixnbLbcvjT9+aWGMtrulJJqr4u8fAxLr7is9Tp0zsuSzaxzOMK/fWuC7YBKzrRK3jTIa9TF2Wl5fLPT7Y4Zubm6Xvz87OytnGDgXzhMwQz58/j4gotsPp6enMXWSfRRyliz6SMq6W6hRxP3PGc/Qawp5dI3joK/Ynvh6TVm4hC1nIQhaykIV8PWRBDn0NZEEO3ZXT09P48MMPy+/n5+eF4HDKqYgbL82tra148uRJvHjxItbW1h4s/+rqKj755JM7gGxEFC+4x8yTbrcbp6enJbWdgb5OpxNnZ2fFS86H/+Xl5djc3Izz8/MSpTJPSHcFUHxycjJDDKytrcVoNIp33303Njc3y+fOzs5iZ2enHNay+JL4eenXaCMgeL/fj+fPn8dwOIyTk5NyOWnErXeoCRLAxQww0bd4JPrQ7CiQTCJkECUTQv7uQ7SJQh+iAXBMDlAfHzJ9iAXcNylkoAbgAvAxg1T87stiDYDRhxy0s6c9uskBtKanBnEy0Oi7e0yGAo7miJCHxKTQ2+wtHnMDz4xVTlvE/3medB4PeVECfNBGQAn6GfKF8ap54mZQEQ9WymZu+PBv0Oz09DTG43EBnwD4AKcpHzDAKdVov++Z4L0mW3J6uywG8+xFj44QzQQJNRqNYnV1Nc7OzgrwzNxF3325uqNw/D7eYUCMfkR3DKAwNjXCk3atra3F9vZ29Pv9mf4mvcv3vve9eP369YwHN33J3LCnucmV7N3tekXcgr41INk6nQHHTGJkspSfGW+PEwCRU3u6vn5fjg5grSBayOAv9WP8WB+YKybsDI4z1oybo4lcpzx/c0SI9cTkGHsdn8/rOmCnQWpHUGXSiXKpk9NI0Zf87AgUR6KY7MWDO0d04DE+GAxiOBwWW2R/fz9evXpV7kly9GaOZjOxSr+TahXSYH19vZBAx8fHsb+/H5eXlzO6AmBKZKiJMfpkNBrF+++/HysrKzP3Y9Bf9BVRgdg6kGaOdGRcvJ7Tz3lOeQ1wireaTuc9HzKT9YP303b2zUy+GVzPQHwW6808Ytft9P/z+me9roHLtJP+MYm3vr5e5iS2GjrjOZdJorz+uD9rJJjrhL3kFLf+DPuPSVHbQCbiTdRZ0AsTGJD2JsP43u12y5yDUPEYmkQ0IcM6Zl3KdclEJmPkuZLHzOuM/0/5tMdpCXM6Rr/f+6LvrYGoyUSdIz/pA/o7R6u4f13PTDKtr6/H9vZ2bG9vx7vvvhtbW1txdnYWu7u7sbe3V9YTR8uwNuFI43bRf9hzq6urJUWp7aKavXV2dlbI6YiYybbwGLLEc8QRdrV9nRTT1I2+JWU5abIfcsBaWVmJjY2NUj/sQjsqMC/siLCIBlrIQhaykIUsZCGPlQU59DWQBTlUl+9///txfHwcR0dHJSUbh0MEEGZ7ezu2trYeZVwfHx/Hp59+eid1AUa706rcJ5eXl7G/vz+X2CElCGUBhALAPySTySSOjo7i9PQ0VlZWyuc5WHU6N9FSq6ur8Y1vfCPW1tZKVNG8w0zbtgUEggTgXcfHxzNee6R9gMAYjUbx7NmzuLq6ip2dnXL/x8XFRcljz0HVB9eaLC8vx2g0mvHcJE1bRNy5a8H1zz/X1jM8/gBZa2VNJpNyoCXFH+UB4JFizuC4U8EY5ABQgSjIXoMI3pM+xAOKQdgBvgEWcGDN3qSIiSOAfYAlxhjvTFLhZVA+pxR6SNBH3/9jj2yDixn8N2CYwTf6wkAzbc8kSq2uJk57vV4hVPksYKfBG4NzAM0XFxczYJGjeBhHxnt1dbV4xJKyaTK5vS+MdgOuOoKAOjPWeAOjvwaO6AP0zWMB4ON7GEi/48iQDLZCcF9eXpY+m06nhZhE9/ACBxA22On+c0rC2vxHh1lvPS6MvcE+xEAR9TeIORqNYm1trRDiBk6Zp4BLAGY58sHe4BlEzb97TDIAy/+zsFYAZBvwox/RA0d1eS2jnIi7JKAvVGdu2VvcIKsB3svLy5nxIOLEwL/r72gLA7gGqU0OZI919yGfJRUXcz+D2QZvIUcZ/wzCe1yzxzyAIWURAbi8vFzWeO/VzAnKIAWooyGYxzmai35lLEzyARTasx8w2lFjBnQhgnNUlL/bMcORHSbYhsNh/MiP/EgMBoM7Okofsgednp7OpMCkLfR3jq6y3rdte+eSd5Mnec3PkRPoRsTtnPQzJgKJZMo6No8QqYlBc8/JeetAbf7neY8OYWN4D/d6wzPMI/e3x4+9YV5KK+t6XpPyc8yjbCdRJusRuumIFIgXkzF5vtbEDjuZjLUjAc+STsvES41otC45RaD3przXZAeinP7VdTZZDxni9dFrLX+znWMbiDpSHzvvUC+T0dgF7ouIm/2PqJxOpxPj8Tg++eST4gCU+4b5QRrWbrdbsiI8efIktre3S5pQInFwoLEtg25AWtI26uh7gFZWVmI4HL71Bfb0N3PhixCPATbD5ubmvVkmrq6u4vj4OF6+fBmffvppdb6NRqNCLtlRaCELWchCFrKQhSzki5QFOfQ1kAU5VJfxeBx/82/+zUKIZO/Gra2t2NjYiBcvXjzKEG/bNnZ2du6kqyOdGAeth2Q6ncZ4PI7j4+Pq/0lDt7y8XAB/0rAMBoMYDAZ3Ds4ATPYGtYcyJBEC8fTkyZN47733YjKZxOHhYRwdHVWBgOn0JoLn/Pw81tbWSvqsWh/5gBpxc7h78eJF9Hq92NnZid3d3dKefFl19qLN0ul0YmNjI7a2tspBNyLi4OBgJu3d2wiAH6kuIKnmyWQyKe/i/dnTkC+nFTNBYfCCQ6wjhuZJ7V4lgDj6FA9Pe43yHF77EBJ4lPN/PDWvr6/Luw4PD2Nvb+8OGcRnlpaWSu5+R1oYnDMI1zRNnJ2dPTheBm0BQwAaDNr73gQAQANAnvu0z3UhKoKUksPhMPr9frmr5vDwcIZ8I8IJPTHA8+TJkxgOhyV67PT0tKSxZLz5jEFE2urxBTSZTqczIIrBDnsF8zNAddPc3k1k8AU95GttbS2Gw+EMIEOdHH0AkO6vbrcbn3zySRwdHZW+OTw8vJP3v9u9vXfJ948YGETm3QmA0CaA8QzUoYf2qPb8y2LdjLh7H0RElDsSqBdrhsHDGnERETM6YqA+k5yZBLGO5mgzz+n8LtcPwsYp+egH+g49oJ4AgACctWgh6mMygjF3yiB+d2ShPfVrY1ED8C15bfGYWufslW+wnv56aJ9xv9AWR8/NSxEUESVVpZ0AptPpHQLLRCaAOTqbCUdHFkPMEQUEQI9zAKQSBHImJNxfniOeMyaBHZUwHA7LGrexsTFz/xBRgqRXzXuGiWDPfwvvpT9ou50bTG7xNxwZ0HPfvVhLb3ff3EFMwuT57flJGSZ7aqRKjfzK5KX7wGQ9Y7++vh4bGxuFZKR/WXsB5E3Cmxgz0Zb73T97XOyAwV7gfqO8TMoydsxX+iZ/9xypkejWAZeTyWP3KxFUXrsy8eX2OVKoJq6byRzmo++dzPsldSACmAhkdNhj4nUr9z/zxY5D6D1jZlsHQnFpaSk2NzdnbEc+77v7sI9evXoVH3zwQTUzAvtKv9+PwWBQ9samaYoN6jH0WBLVQ2QedchRQvxtMBi8FUnS6XTKGYl1KeLWEe/o6Ohe296CXVizeT6rXFxcxIcffhivXr2K6XQaw+EwvvnNb5Z+XMhCFrKQhSxkIQv5QcqCHPoayIIcuiuHh4fxK7/yK3F0dHQHwFlZWYmnT5/GO++8E6PR6FHl1dLIQfKcn58XMicLYC+kzeHhYUlXxGHT34nGqQGOm5ubJaLEqbwAWSCDcvqMvb29mQiDjY2NmYiF4+PjuSkPyLV+cXER6+vrcyNDut1ubGxslLQIHALpg08++WTm/o78DgiNWh9yyN7e3i53LAF87+zslEvoa0KEVQaFAM44zNbA3SyOxuCgDiHn9BMGdnwQrYGMPnBykAXUyBEURGEZKCAPvlPpZQFIgQDB+9wgw8rKysyF5FdXV3FwcFD61oAkAAiek/nwTv0BkPgiko0DegajDOI/efJkxvvUaZqcegYg26QUntJ40zZNU4gwp3xhrgwGgwKyTqfTeP36dbkzg/G5urqK3d3d4l0OwIM+MZaAGb40mTkLcEdb0D2DnMwdBBIKoA9izESjLxsejUblXiEAYso26NU0t3ejkC5qOByWcXCZEIgmm05OTuLw8DA+/vjj6pw26ZMJIKdMhMyMuCUccpQCekG6p9wHfDkiBB0msm/e3DbZUwNz0RVAfT+TiQfeia4bUKefkRz5ZWDY+wHziXW3Bkw57Y3n+2QymSFwmO+QNZkcsZc/YGPb3qaUMyDP+pnv1ELnctomgO1MeFBf5qX1xCnDDI4zH9Hn7NVvssDkO+/I9265zz0OjDVjadLw/2PvXWIkS7NsrW3v99vdIzwiM7uqulpNd5eqJvcO7gwQEhIjdIEJYtCMGDBHYgRzZoyQEHCZMYIRV0IMrsS0+6ol1N1Xqu6qysqMh7/sbeZu78PA6/t9nW3HPCKzs5rKin9JJo9wNzvnf5vZWnvt7VNCsdcPh0Nw0Xln4XPOTdaait5+jdE2BGDejwnWWK1WNh6PU8IA60NrA+o6VuLcuyl0DFRE92OhY+4DPLwjQz/X6N+80KZ73ItivV4vvBfyOYf2zGazEHhDrSvmWoMHtM0K7ccpkcivXa0pw1jSX72O/zfPzRIsWPv81LFkL3OGl0qlVCreLHJe91XWmsoSxlQ013lScZr9iQjsndD8DSeOFwp5jqbj9OPvhWQ/B9pu9hmiiH+PULGd8WV/6F7Nej+gvby/6x7is5HWfGFucrmc3d/f22QyyXTzaZt80I86Gs3s6LM/7/+0s1gsBvEWsaHdbtvFxcU3FjV2u529ffvW3rx5c/T9gM9cvC9+G+i40V/6jFiS5Zz3yOWeAlx84JQHQXA6F7w/qxD0oSCtfyg4O6MgFBEREREREfGPiSgOfQKI4tAx/vZv/9aurq6Oft9ut+3169ff6MvScrm09+/fhy8qh8MhRMdWKpVQHFUBicWXqO12a+PxOOTI9qRpofBYlJUv03zJhkim9oCPaiRqj4hyBYQ25BZfnkj/9KHofFJANRqNk1+6KO7abrePIpJns5m9f/8+RMkpIFJpi9Yx0FzbENQvXrwIQs/hcLDxeGyj0ehkFGC9XreLiwurVCohohoR5UO1bZQU2G63IdqT2i4IE1rXBcEIAlgjsnWcSf2ihb35gk9RXp8TvVgsBlGMdE3X19c2HA5tuVzaZDI5+hKdyz2mHqQv/FuJZMg3xp7+fAj5fD6VSqRarVq9Xg853TV9CMQWv4MMgczTVHjMPePH2GibVYxTB40nI7kPRI53vWh7uedyuQz7BVcTRDhOPMhfjfJtNpuhBhgkBa48T/bMZjO7vr622WwWCExcNwBCFKeUEtkqRmhtCch7RELODF1PiDvb7Tb0RQnJ7XYbhAgl8qmL4lO40WYVNVhT7AuNDte9qm2GYFWi0t8X8tBHVGt0vRc9ETYg3VVgY+5ou3cK0UZIRK7rXSheyGKtIaj59EKkvlQBU/vLOUJQQaVSSdUJgVArFAqh3pxPN8T5pu1Wl1VW2iPm3+zx7FT3G2cnQp4KtJ7MzTqHGDP9mwr1jLE6JAhw0DloNBopUvbh4SFVgweiVve5OqaUqKYN9/f3NhqNwpxkEfm+H5xfrCHeq9brdQik8C4DfQ/Qcec9Q92RPpCB53EvxCAdG70+11ksFqn0sOyLU+4MLxDpfb1w51/LTxXNdC97gUzFQMZIkeWk5T2NvvDw6eRY7zqGWq9Fx1X74UVLvS8/s84fFU2z1o22g75mCQJ6tpg97ces9HlevPD31bXkRT/tj59Dzjj+r+1REYwzxLcN4MDWdIEefq3puOj/ea6uP3297hHWTdZnVf1coMKECjxexOdMJ8sATi0+uxBYw3nJmk2SxObzuY1Go2frdn5T+M8x6/XaptNpcMyoW6ZYLNqLFy8+KpvBc3h4eLA3b97Yzc3NB+vmPAc+z/vagvr3s7OzVHt5T8l6HA6PTkyck98U7HffjoiIiIiIiIiI31dEcegTQBSHjrHZbOwv/uIvwpeZQqFgL1++tM8//zykwPoQkiSx4XBod3d34Us+QsF+vw8ksCKfz1un00kR3kT0nhIy2u22NZvN1Bd0SGONQAekiziVfilJkvB6hAHygD88PIRi1FnY7XYpZ4cSAUrU1Go16/f7QdACREje3NzYdDrNdBRAGkBE41TQ2iaQpJpGL0kSWywWNhwOUySaolgsWrfbtUajYYfDIdTf+RAgtonAhWT3EdgqVGjkaFb9GiWAqtWqnZ2dBUEFoo/+0Vatz2Bm1mg07OXLl6FGxXg8DsXDSRWoQgvRiEruQ6QqmUKE5nOR7Fnw6ehwxtTr9SBcQXJvNpsQxa1OAo0S5gt+vV4P7gvaqCnkmB/gnSK6Blm7KgwR8QuR6x0T0+k0lQ/fzEKefHUpqOsLktbs0dVH7nlEFC8k8FitVuFcIdpbUwLyoJ+sJSWCIcDoZ5IkYbz0daT805pYiC6sX01x5Ytd61hrpDV7SkU6+qzjqiJp1kPnnjWjc0j7Tp2dKsjqvDFGPnpfzzFcLgiOusZUFFLxQp0MWm8jl8ulBCEV9DjzVODzhBTXZF6zyDPmeD6fh/3MntE5ZK1oGyDmqf/EPCF+ao0JHhCtRPZzbmvqKF0jWRH6kOYa2c/vqRvH2ZYkSUqc5HntdjtFeir2+71NJpPwXstzOKO0RgtEOYLQ3d1dal6UfFYR1J/rjKWK3Iy1jgHzqueTEtm8d+vazhKEmDcVz5QIZx1qIAMORe6hqT51PHQP+f2qbaCdKvr6uaf9/tr+/NDgGJ7nx83/jnOMcWc96nnFOlWxSUUS7bu+X4Is0VnnIEvw07H0oouOhbqfstYxgQzqzNLACWoH8XlDkSUMcY75tvE7wOcWLyDpvxHyVTjR/aLP8WKcuuCyBEXew9UBZnZcE1A/O2haMsBnLNYx9/PnmYqxp5wh7LdXr17ZZ599ZoPB4KNcJIfDIdQ45XPPYrE4+fmqXC7bixcvwnuRrhcVE5/7vX521nn7tm6hU0iSxGazmb19+9bG4/FHfab2LqpTIky5XLazs7OT9csiIiIiIiIiIiK+G0Rx6BNAFIeycXNzY3/zN39j1WrVfvzjH3/0lzzyU79588bm83n4skv6JAQgvvAoiVWtVm0ymYQvzdQKyUK5XLZutxtI2/1+H9wEuscgDrKIbQVEBm1GZIFgyOfzNhgMMlO38aXb7PGLO4S+R7PZDE4hvvwVCgVbLBahZtFsNjtyoEB0rNdrq1arIYWZRk1DikO8a7oyUvKd+lKay+VCejD/JRSyxD/oM24iFeJIIaeR8llClBIYPgVMoVCwVqtlZ2dnIfc9acxO5RhnDUwmk0DY7vd7m8/nQbQjkt+3h/HMcoUhCOD20FoFHvSDda/zjrAFibjb7YKLTtMbFgqFMFdKxqmw5l0ZPDR1k44vxE5W/9S1wd8LhUIgiU+RE/t9Ou0i7VWRjjWpAhv3KJVK9sUXXzx7tkDAs9aUgEawZY9qjQ7WovZXx4O9xx7Xs0hFDIAjpN1u22azsdFoFJwFSrRpuz0ppfOnBC9kqZKgSrb76HElixEKVCTQiGHGwkfwIyYrua0F5TUdGM+HnGZ/Mx8+xZsXghSsQXUnqWNCyUkVkCGTOR/035zvXFfrMu33+9TaYOz139wvl8ul5oR7+DpFKoj4deWvD7HKAxL+1PnBfVXsxU1Fse1Op2PtdtvMLKwpzgvIzm63G1IdeoFJ/79er+3q6sru7u6CM0rvjeNwtVqFNJwqPuq5o/tO512dln5/8G8PLwxBoKsjRUUMzjwVHdTFh0it7kmdf3VFKRmuBLkXSnO5XEq05Ayl/9xHxYms9aNj4YUlFUN5jp4TtEPvoQ+EWcZJhSeuowK1ujpoD+MKfNt1zWp7s/YSY50lknI9FfD0rFNxWkUVUmaS/k+vreehT7/m194pl5CCdmlghc6rQgNI/F7mvRZxiTb59xKurcEH3F/FskKhEAKXeF/z6WIRsukrn8f57KP71s+5vp+cAmmXB4OBVSoVazab1ul0TorTSfLkYCRojDqDpwIaqtWqffbZZ3Z5eRnWNY5SPiN8W4fOd+UWOoX9fm/D4dCur6/t/v4+tcfIYqCBa14w9e/jlUrl5NhGRERERERERER8t4ji0CeAKA5l43A42Pv37+3i4uKDuZ2VlKeOjUYqQrpQBFqJIxwgmk7rQyAtF6SmT7ulaVf0yzs/IXKULEegySItyuWy9fv9I1Ldk/Gz2exIzMrlciG1nEbpr9drWy6XKYJVCS6NZl6v16HALHPhI0m5R5I8OoQQ44ic9dHpPOr1eijOnMvlAoEGiaZChpJrjCPjx2s1UjcLRGzr2DMXuGgQJSB+EYSyhLnD4ckppsIg6wKxjzWq5AvkNFHsOESUTISQIfqaOWQtKenlo51rtVoQExaLRUr0g9B6jshirHU9qujjBSHAOiUimJor2jYlmDSKPis9TBbW67Xd3d2lUgPiXmEdQFqQqksJrWq1aoPBIJBspJHUPvm6Pyp0QcyqEKWvy3KyMIesd0j1U0Sg5tBPkiQ443TvqZOINnhCUNOyeYcEBCfrUEVFJafpD21iPNibSZKE33shxOyJ8IZ8Yr2quOVJaDMLKRshoBkzjUZXYjgLSpwjjqiwqWQx7h/vwPDQqG/Wtl4LMYO14fcY/fTEvJJvKlixlrxgAJTg9Q4wv3eziF0t1s05VK/Xg4OLs4i9nOVC4Qzr9XrWarVC2scsYX8+n4d0n9oH1rOmtYJ0p29eANPx82PLmCE4Zc2DrlGzdEpCdYTwnqOChgqnKvzqXlIHpc6Tjh/zmZU2kN+z3szspCis88hYqZuR+9Mufu9FaV5r9lRDSEVR3RvqltJ1qfXTdL2oiOQFKi+Sc319nbYV8U2hr1XoZzE+T3hHls6jBoroHLE+vNjBnKr4o2eavr+owMXfsz4faRt0bny/GCcl/LXNOjcI+qwVFRBPoVgshnSruHIRQXjPpo0IDc1m09rttlUqFRsOhyE9m74P+c8B6hZknvTcUAc4zsFKpRIc5+xTnZNC4THtM8KV7gHWPyneslLz5vN5azQa9vr1a3v58uUHg9T43KvBSx/63v1du4WeA33lvNbPlREREREREREREb+biOLQJ4AoDh2DL4WefPYOBdKwQMJBvmetcQh/vjRrEffRaJRJtOAoggxvNpt2eXkZahSMRiObzWZHr1utVqGWjKZ1yyqWSj2jU/ViqIOir9F0M2aP6eD4sgdyuZw1m82UGMaYUeuC/0MMKLkJEVatVsMXfI9SqRTScyFAQFTjpjh13uAwIi0HZJWSexpFDKnhI0w1ItUXTdbxgmSGCEe40LRdSnAUi0XrdDoh9ZgiSZIQYbpYLFKkCsQAohDRqSra0R8IS3Ve+AhZHDSQ1pqzHjJexTzS9fBaJSO3263NZjObTqdBFPSRyyoMKMmiJJknoRgvdWNp5Cl5/zudTnBZqBCk7fSEr7qWIHMmk4mNRqPUWkHsIlq9WCyG3xHtTDvr9bp1u93wOkQHxoz7ngJiKsKErkElmlUEZr1pHR2eB7QoNn/TqGRd34w75D0kJa4ynodQxpwqvPuL9ioJCaHI/sHFoWOQBUhCosIZD3X9nHot/VCnhnfEZb1eUxzRZqKby+VyOJPUBackLeN9ylEASJuUFbmPqKHnOWeZnq3AizzqXNC/a1pATzLTXgh9nu/FTK4Ledvv9+3s7CwEJ+z3+7Ae1N3CfPT7/czaePP5PARW+DVG6kFIZdYyY4IjlfcAxoaxVPLe91lFCQ1aUAGBNedFLO/iYNzK5XKqILwfb84jPXt0PrX/nmzX+zC3XhThGuwfrRlIW9lPrFc9d9gTXJd9pM/Ve2tdGa7vBQ32Xpb4pg4PPrdpnSSupz+9MObHADFMhUDEfXXM8L6u55TuA+0L54a+v+j+1fd9nu8DH7gu7hAvcHn4fa+/17H0orCeBxqMoWcNa0SFRN7bdC/o9byA7c8O7s9Pzu9ut2utVutIHGQs1YXkwedbFVo5x2u1mlRnPdQAACAASURBVL148eKko17f9wkMIkBCzwaCwD7kLDKz8H5ASmQ+E6lIDagRdn5+bmdnZx8MUjuFw+EQ3ntwmLFmfttuoYiIiIiIiIiIiN8PRHHoE0AUh46x2WzsV7/6VebfIEuXy2UgI0jhkwWiBvliVyqVQgo53DpZ4EsxBNPFxUWoRzQcDm2xWBy9Zr9/rKGwWq1C5GSW28Qs7Tg51e5utxsihXO5XHDmQOxvt9uQwkyBKFSv1+1wOATyji/Au90upOjJinSFoPbp4XRs6BuiHMQLX9w92aP9QqSjZouPpNaIT01vo1BnCyQC1/dCANHukKKktMpKQ+OBIFMqlYIDA7cHZBG/07oxZo/rmHUKge8dCV4s1HFCGCTvu5ITpABhzBGgEPs8/D7RKGeNwlXyTSPZeT5rxBNTfs4g6mu1WhCyWq2WvX792qrVaoqkIm2bEutKLGoEudYoQSSgtpDW8WJOVAzU9G5ZUfOe8PePwyFdB0sJbJ03xk7TL0GA4YTg76Rp5PHy5UurVCo2n8/t3bt3dnt7m3IvKQnKetK0X4hiq9XKlstlEMc8cabuLOYKso02IUh2Oh1rNBphnieTiV1fX6fS52jENnMO+QyJq+k9uZYS9Iwp12DOWCN6H8hJBDpEKM4lRMckeay3wDnp0ztxv6zPRXo24G5jTLLE61OfrZRk1nnwooIS1oDAAkh3T+wyJp5MZ4y0HpymC9LIfOrbQDrr+YljoNvtHgU1UD/pFFTIW61WKUGf9wsFog3OMA1qUFJfz0/mWcePfe5FNCX6dexUGGJdIc7o/f26PUVGZ4mLQNdJluOFuSTtpAoTujayru+dJb6dkN25XC7UvFOBV1+n+yJLxKCNmlaO930VMlQMYt/pWeadcHqOcC1EBXWkcn6Vy+Xw+Y6583XgCDrRfum60VRxPmCiXC4HdyBpd70r0r9H0M/nREQVYfzvmEP6qO4h9ibjyfObzWY4d33gDJ8Xub5eR/eKzmuj0bBerxeCY/Rzmf7UgB4Palj6vxeLRbu8vEzVY1QRyAcKfQx4r0F8/hAYXy8KEbzC5/fz8/PwGfy7Am3d7/fhs2lERERERERERETEc4ji0CeAKA4dY7fb2S9+8Yvwf0hZJb4Ph0MgN7JAqoler2dmT2JLs9m07XZrNzc3IQ2YfuE1s5CiIkme0uRst9tUagxFkiRB6OFL5XNRhpvNxiaTyUlBS4vPQ37kcrlU2jJq1yip0mg0rNlsWqVSsfPzcysWizYej20+n4cvztPpNESJ61kACUk6IaKNQT6ft3q9HqKYNQ2f5qPXFCjME0KOprnx9/8Q6CPpfDQq16f/YU1AuJMq7ttEfkKuQLKbPdWH0PR2SsxVKhXb7x/TyKkA5uvpqPCmYgyClqYYwWnVaDSsUCjYfD4PQgnRqFlQd5jeSwWXzWYTiD7mykcdQ8hBNmtaPnUNlctlW6/XNp/Pw3x59w9iBGvhY9ZBkiShkLU6dSByIfCYM8SiarVqlUolzFOtVgvkjDoVvEhBG2mnpnRTAlsBQUl7idxnXzEfEJ26bvr9vr169coKhYJdXV3ZeDwO8wDxyrqHWFdxE6IV4Mbw4qzZk/MF4pPIay849Ho9+8EPfmCDwcBqtZo9PDzYcDgM/d5sNkEoZ33hItxut1YsFq3dbgcBMyutlJ4TiFxmFkQ/+sD9IDkRenF5sKbVBUHqTCWlmRutneWFHR1LJWlVTKEd3gWi61Wf69MnMW+aIon1okLfbrcL6ULVKcVZo6mY+L2ev+w5JeLVUZMlJOs4cE75tHykGVOHmdb50v2pAg1rhzbqGOq4ehHMC9YqTGh/9Wz2Ti2df8aKn16U0PXCOUn7GJssYt//2/9OBS5dZ5ruFNLdv94HFXDuVavVcD5q2lWeiwjMPuTcU+Ekq90qjp76He1n7XonqE9fx338ekAI0nNRxXr2YbvdDp9DOp1OKkWlunpImYtYoGKpfg5g/TDnjGm73bZGo2GHw8Fub29tOBymRCaF9sGnzzv1OYff6ecGzgbes1gP6h7y16LNpwQGzgdNy6Zrkc8rWm9mMBhYq9XKXMcefA7nwTmGq9qD97qsoKPvCtqmU5+xFRpExBo+Pz+Pbp6IiIiIiIiIiIjfGURx6BNAFIeOcTgc7Oc//3lmJCBEbVbKMo167Ha7gYTt9XrW6/Usn8/bYrGwq6urzKjfSqUS0saBxWJho9HoZDQi+bvL5bI1m81AxKjDREUBnDb6hR/CRaPEIYPW63WqQK66UQCpewqFQogO1vQVGlXpSVCtUYA7Ra9dKpWs0+mEyHEcKpoqQyOhtT4B5COkjEasa7Qtr+UnQoSmK4Fw5Hd86ddc6RBf9XrdBoPBRxXL9W2B4IFcgGjTiNaslDhKdqoAplHOZpaqwQM8OcHcMJdERs/nc5tOpzaZTFLpmbJQKpWCMKUkrkZ1M48aiQyJRn0Y2nAqdQxpWlgbiBrr9Tq46LIcWWYWiGclGFVIg/zlWr4WFf1UdxDzp8LObrcLbje/HkhXg6CoLjElmlV48qnHcBys1+sgQLXbbRsMBtZoNGy73drV1ZUtFovM+SI6W2vvKCnKvdl7WkPN1wrAoaNnCEJquVwOKWwqlYrtdju7vb210WgU1gr3RwAE6qaALGfvaO0VdR8xvrQD4g0yEqGBdUY/t9ttSBWK64S1zoN2ILQyzwCBSgEhruk+dbyVZFWxWWt/6RnGg7MJ8ljPc02j6EXkQqEQRD8lxLk+qSvN0mKKrhutuaJita4zFbXULcg5zRiYPZH9kNQqLGS5fTSNpE8ZqOS/2bE449e3vjf480rJc56vYhvvseo6gJxXsYT7evcR46fpIXW8uL+2R4U2nRcde/rgawyqs0bTonpR/hS8cEBfvcuKfpHuVNPQZd2Lvmlggtnx+tOgGu1rVrANc+UDQ7QNXFPXBPdUob5SqYTPI+1222q1mt3f34cgGN2HCg24UYERwZP3W+qvaPpS5p/zSvc7bdR+eWefFyfVEcSZ2Gw2rdvthvdSnTettfMcNBAhK4Ux11wsFqn6muVy2brdrr169cp6vd5HiUKnsF6v7Ve/+lXme/+p2pnfBfxZofOFg1afq0Iz+79QKNjZ2Zl1Op1/0BhEREREREREREREfNeI4tAngCgOHWM2m9lf/dVfBfKKL3xaQ8Q7LSCaz8/PU3WCIDSIAJ1MJpn37PV6dnZ2FkQNnBmnnEk4Q8we07hpBPx4PLbhcBhqBkBA4PzxXzwRaZQcgWzWVDZE0gPSdkESdbtdy+VygdAws0DWKamHYwDChDR0ECakJkEY0PpKmsYLklEjkBGXcA58rGPHpz6CSIKQhFzzxAZjw1pR4tsLPz4tStZZuF6vQx0hJVSzoHMFKQS8KITzh/8j5DE+OHKIeiai18xCcXtP4Ge1B0L74eEhRZRA6CMUqmik/cjlHmtVUWMg6x71ej0ILaz1U1G6WWKmAnIWMlzr6iA8cF1PROIeMHtK/aQCBsQtjrpTc4g4sdvtgssOYVOdEKwxSF5Sr93f31uhULBOpxPcLwjTq9XKxuNxys3CXDJfzA3uGqDuOJw1WpMI4pBod3Xt8BrucXZ2Zi9evAgE7nw+t+vr65ToDZnPmYnTQIlPLzgpyaqEfNae0euaWUhfhxBTKpVSorbWW+J8UdcL57+CNePPfs4D9p0X53k+86ZznuV8YfzVgcY1GBOtZ+b3K+KtEsqIYMwfIhviI+DauvYhjr1g70ULFbhZ557IZ2x4DcJfljvGO2BUmMhyh+jr1JnjhTPg018xviqwaFowHRPEFm0De4J9lM/nQwoyUoNqH7g/+569zRrUVGr0S89U3Vue6FdnGeOg46O/UyKbPayuKPa5BnuQwpK0srpO/Hz7+6pgikivYg6v9+kSvQiXJSKpWKyOL15P31SA03Od9mc50dTJynsEblt16zLPnD2I03x+e/PmTQgOUdGN8alUKtZqtYJLSt3TWeAzarPZtHa7Her4aGBIVqCK//yiQmKWS+xjwfstY4CYTxBFq9U6mRL5FFarlb19+zYlYuGyZe98m++fCF5av1PrT31Mvw+HQwiu8YFeudyjS/a3JVxFRERERERERERE/EMRxaFPAFEcOsZ8Pre3b9+GL+Kbzcam02mKGOfLNsRZv9+3fr+f+UVxtVrZ+/fvM1PoFAoFu7y8DBGo0+nUxuNxcKF4koTo5MPhcOQAub+/t+FwGGqdQDYQ/U7bfSouosVPgfohgJRKKu60Wi17eHgI4hfuF76oQ3xqAedut2sXFxfWarUCsaRRvIvFwsbjcXCqIE6paMO11U2ghYdPAfFJCWK+7JPKDZI3SZ7S9nlSC3IP8uyUkOPJR32YWRAGtKaAElDeWePJXo389wQn/YOYJupZ056ZmV1fXweXGKnZZrPZUV0b5oefkIbUXEGQZJ40Gl4JWY9SqWTdbveIFFIhBPLs7u4ukCyQeZrOSSO/ieBFsDJ7cpmxnrgPZJumIlPyizmEJFWnQZZgpmIne61UKoUaDblcLqSMY661FoeKVToerO9SqRREZfY+Y+yj2FX81SLx2+02nA9ZpLo6DjwYE56vpChkaKfTsVarFcT129vbTCckr0MAZgxUQKAviGAfItM478wsOLBYq1nzxZmGqM1aYY1xhkOC+5RVChW7qtWqdTqdIKarEwSnAKKpktlK9COUqHtSxQt1kugcsh8QJEj1qESyjqMPSGBeqJfn3WG8nvty9iMIKLGsc8k5xXNUCNG9nAXWwimXS5ZLyDuGlNj157oKQDhvOEPpD8ER7CPOObOns0SdOuqymc/nIb2qzq1PZQdYr7r+zSy1/vR88Q4zzjrvvvJBCjouCChZjk11rNBnfocbiT3EvOu9mDfGxs+jOnYIYNDrIor690QNRPBiKv3z7kMVkRgTHWva+02g+00/jyCE8NkNAXqxWNh8Pg/uo1OfxxA5mH8cc1mgbuVgMLBms2lnZ2fW7/e/VXrbD0HXmH+cEqw+hEqlEj5bfigN3Gw2s6urq6Nxy+VydnFxYd1uNwSm4ORBxPaCjxeDvmsXD98nHh4erFKp/NbmJCIiIiIiIiIiIuK7QhSHPgFEcegYh8PBfvnLX9pmswmFk80sRIFqKqp2u21nZ2eZX+6SJAlEdta6J4pTye7niAGNnPWkIGSqkh+kR8r6cq4EiBLXSoxR5wPCmfpDEFzlctl6vZ4VCgUbjUY2HA4D0Q1xCIFGsWIEgJcvX4Z0VvSNyGmijSeTiU2n0yCUZZHkEHMQL1mpTHhuvV63drtt7XY7FI4vFovBhbVYLI5qOpG2T10pvE6/4Hvyol6vB/eLtkdr30DWIQh4F4W6NlQghMiCxIOch4SDiIPMbbfb1ul0giCkUea53GPaqnfv3gX3jZJv6sbQn4yDukm0GLUHZNwpUGOB1+v1SLFDAXqIVMYyq26QEpyQhgil1OvhGirEsQdwuylxyZ5R4VHTcDEH9Jd1D7mk6XxYyypU0C/Wvyfpi8VicCXudjsrlUq23W5tPp8HpxzXWiwWqahuJWVVCM0SwWh/ltCo48scQaQxV0qIt1otS5IkCNR6HrGeeS0uwdvbW5vP56l2qaiopD4OOR1bXDRmFgQm76RT4JAhsny5XIYzDMcUr4Ok5rxVQlkftFVdIl5IqVarQaihnSoiqENDiVZ1JXEvdaaosKTEZy6XC+8viFvqOGUtKBh76q1wfnxMxDz7gfdQTU2ljhPclt5Z5J1gerZ5MUHbouejnpGsZS/EqLigZxjvXT4lGc5XnseceAeTP7f5vb6XIQjq2uY9TQUVDUxRF4nOH3Ol+0XXo56JjAPri2t7t4y6lngN/SD1qc4VY6nOWU+uqzCE85pUrbyP00+9DuemCsUqfqmDSPvDQ+eA8eChr9VACzNLiR7qKtX3Ub2nioK6/vR3/J41v1gswvuSdzrRVkShU2IFz+n1enZ+fh5qI1HD8rsWOT4W+nkHcU+DMj4GpL5rtVrBZWT2OA+3t7c2Ho+PXlMsFu3Vq1epz5keWeszIiIiIiIiIiIiIiKNKA59Aoji0DEOh4P9/d//vb19+zakA6GmDqjVanZ+fn7yi+dqtbLb29sjseFwOASnCVGMH4JGvvs0PXqNrC+6EFtKGn0oDUi5XLZWq5W6BsQgrzs/P7dOp2Pr9dp+8Ytf2HA4PPqyX6lUrNvtBsKrWq3a2dmZ1ev1lBDEgwhaijmfioiFtFGXEGOkZGylUkmJQSrgbTabEL3tCVHGmjR2jC0E2XK5tMViEQhlHcd8Pm+9Xs+q1WqqNoDWDVEo0QzJxThq7n7fL5w5+lASEDLFu8u4J2TNbDYLaQC92yAr8lrTVpFy6jn3Bin2Ts0lqRibzaZVq9XgYoFAYk2oY+wUqaTR5koEkuoKBxTX922CGFVyFeRyT+nfeK7ZEzGMAAJpqMJZvV63arWa2pvqqvLpAJWAhOCEpNZ1gvNA20g0/6nxgXjlHFJnn6Zv4v7eWUCqSlKjqcimaRD3+31KOGP9+/MLMpm15F2MOka0T8ldTd+JEzBJkiAoI4wgsGj7VFhirZCyEkFEzwz2EtdWYl/FCv2pbWZcVQhh/Fh73i3I7zSCXc9yJfsR2VTsB6x7LyKwlhHvt9ttqA3DNXzttKy6ZawNdbQh9HHGIrAjSKg4rX/TtecFS0RNhe8L92c9Ie7halHRQdP9sZcJ/vBuG8h33289N3Tv63sv5xpCyimo6IZLjLNd6wLpGqB//vw+Bd3fKv6qo4ox9gJ7Pv9U90/XtIpG/vxU0Uz3HO9j+hwVQdmnKuBnEfne5aO/1wfrR1NR6hpR4QXXLP30ApgX09nrugc/JJ7SrqzzWs9d9hRt0+tzprfbbev1esG12+l0QprR31UQFMPnsI91GOG8bTQaNhwOM12otVrNLi8vf6f7HxEREREREREREfF9QRSHPgFEcegYV1dXNhwOgztGUSwWQ10hBeQwDhStU7LZbGy1WtlsNrPVavXBlGcAIsoX1jV7qjmURaKZPX6B7vf7Vq/XU1GbZpZJMkIUIaKoS0IjNVutlnW7XVutVjYajezdu3eZ5AauKO7FdXEP0B6ij329kyxA7mkUraZvgTgsFovWarWCE4U+kq5Ko/6zHmYWCEFIUgio5XIZhAIIQR5EmtNWJdY0KpufZmaTycRms1kgrvk9Ub8qfqmDgDFHNFLCK4s8VTIblwLrUaOzIcJ8hDLkGQT8c6SLEqOeuGG+qtWqXV5e2vn5uRWLRVuv1/bu3btAJE8mk0CMZqW00zWvYpm6TVTcUhEDaA0MJduov6XR/+wBjdRnrTEnpMFpNBpm9kTuqgNC13IWeQiByZx2Oh1rNBr28PBg0+nUFotFqEWm+1cJ3SyyFJcPbUeoUbcN5DZ9RbiBWEckwAXE2tEUYIy3d0Nl7e18Ph+EM9ruxSjaruQ3+4f507RV6ljMSoeF0EL7cMkp8c74s1dZrwjajB37AzKbM502KOmOcJnP58P+OyV0qoDD6xkvL4gxhqTw8+cE/dN1qOOr6z1JEqvVaiEwQOuGeXAG6jmMC5P3Blwl3FPFQ3XQqWjCemPMWdeaxpR5VKEQh1ej0UiNBWc0QRS4yHggCJLOU2u36LgjgnsBkLWO4KHiKmvDB3VoH3jfVUEK4Yx2I2z7mmoqEnj3Cv/3Lhv/WnUfZwkfKlhm1ZjhXiqg+PHh/7iCWq2WdTqdcM6QUhGRkP5qfSI9F9Q5hjDvx0FdWAgovC9p8AD949zd7/dBgDd7eo/ISsXnRUneY3xbP1b0UBQKBWs2m9btdkP6YnVv5XK58F7Pz3q9HlxCHxKmftdwODy6ejXd4rdFt9u18/Pz790YRERERERERERERPyuIopDnwCiOHSMzWZjX375ZYpEy+fz1u/3rdfrpVwDOBv8F1rSkSFEbDabkxHXCtKskGJJyXt+QsyWy+VUaiOzR7Kj0WhYv9+3TqcTSJ/NZhMIDIhDdbLgrjmVYoPr7vf7QN7gOPFoNpshxRQEJul0PBmbBU8GQeAoueNTL+EiIkURr0GYe86JpNB6RhBa6jaBAPRro9VqhZQnWdHlHtShQuAze6oZ0e12rVarhTHTujFKRJ6qnUK/lRhWYpaaSjoeGqFNaiVIUQh8yFnGxuxJCIJkRICYTqdBZELoYExqtZp1Op2wFofDoY1Go5TgkBWlzU+IaAhVyEVPyHmiM2tOfF0PJRRVbERQWa1WqfsgFCC++DRx3jWmbhnuwZrR9GUUD18ulzafz0PaQWrNqACm6Yra7XZYO5CrkItmFtximqaLs8UsXaydSHhcJWZPNU7YIyq6cT2uw/pVaIQ9qY6UlNc9T90irXvCPHhxV8U3Jcd1nzI32mZNR8W607RPON9wF7I+WEsQtVmCG9fSM1jPctqq46Lkr9/Tuo5J8UktLtabktm026fmok2Mvzq6ENsQ1yFt/ec29jo1pYrFoi2XSxuPx6n15cEaJx3icrk86aRh/BF7fNpK1gXnC8ED9FVrbmnaVH3fRoTwgpxvr3e8qbDCOmfeVFjWs4I+sX6oH4NjS8851oq2x68BzibEQdYYQotPF4cAklVHSPcA99ezy/cna3+dmkPEGfqq758ENfA+zVzQFoQaFeu4P+cngQzaPnXZZonE3BsXJOteBS8FY0LqXl8jUedIXaHq6tVgBU0ZqGdivV63P/iDP7Af/ehH1mw2T7pyqeu1Xq+tUChYq9U6CmT6voKgEoSij00/l8s91ReKiIiIiIiIiIiIiPjuEMWhTwBRHMrGzc1NyGPe6XTs7OwsCAWkFVsul5niyMPDQ6jhwpd/atxkgVRkg8HA6vV6cLj4vbLZbGw8HocIV0g4SAeIXBxDZhZITa15oaCWBAKIkt8QgxBwvH65XNpkMkldB0IEslIJZC3WDYmW5dbRiGDIHqLGKeSeJYZAkmqRbhwoH4rahczx9Xp0DFarVarQN4CMPzs7O0oblgWEtcViYbPZzMzsiKhj7BgLFYKeq+lDYevVahVEN0+401ddW1oDo1gshgh9RAvuqUScFmv22Gw2IUJfiTIInkajkYrYV4eQXwu6HiBCNcUOBJw+V8daI755jq9RU61Wrd1uW6VSCUIBqZOYjyRJ7P7+PqwR+rNer1OR6pDPXOs5UktJSNrVaDRCnSr2ItfJqkVGNDzR+LinzNJrk+vd3NykHBIq2HJtX1sL8SZrH2W5fMye3JL6GhWwtJYU7SVin/RdCFKaqkldDIgxWakas8YagTpLQKHNXvCFmFVhQR0ZrBW/J3Gacd6ro405zbof61wFRG0/a0vFb9Y9v0ccNzNbLBZH86LnMuOtKbxUdOXeKryw/xh7HDm099SaJ3VdoVAIAiWv0znUvuq4ct7U63Wr1WrhvNf3A50bDUwwe0rfSaow3et6Hz0nfD0fnaOsNUNfdD7V0eJTq+Xz+SD6qltIxXd+Mi8q7rAvdK/5sdP761jr+lIhW2vrsD9U4PB7XoU3rsV1K5WK9Xo96/f7wTVMXUX93PLcGvWiih9Lf+7yOQtx0IP3VE1p9zFAuGm1WlYoFMLaZz69cKU/GXc+/2Sd5aVSyV6/fm2ff/55TIUmSJIk1OBTR77Hx9QXioiIiIiIiIiIiIj4doji0CeAKA5lY7/f29XVlQ0GAysWi8EdhOBzCvf39/bVV1/ZZrMJpF2WW6hSqVi/37ezszPr9XqWJImNRiObTqdH1z8cDqHofKvVOqqTUygUrNvtWqvVslevXlmhULD7+3u7ubmx7XabGX1aLBbt4uIiVVvI7PHL+Hw+t/fv39t8Pk85RpIkCW4os6co8+12a5VKxV6+fGnFYtHev39v0+k0RT6eghZ+NnuKCCbS+FQBZsh0TaHCOHlS1EOjyjX9n38ORJqKMppebTAYpFLuZUHdDqQXmkwmR2lqNptNINkgP1VMVAJXiW3mQNMlneozdZ24Hv3TNHz0USPy1fWjLg1IO9IfTSYTm06nKfJbI8SVLF8ulyedY6TM0Wh32sK8ZLkZaJt3wbAPq9Wq1et1K5VK1mq17LPPPrN+v2/lcjmkOByPx0GArdVqNpvNQto/jaTXtEdKxvr0bUqssta9OwknnBdtiFT3a5MUQo1GwwaDgbXbbTscDrZYLGw+n9vhcAjp6CCFJ5NJilgjOnuxWARS//7+PjyHPngXlgfkLGS1mYWzz6dwUlea7un7+/vgNFNCPQtKfvNAxEbk4jpKzqpL6kPQmmae4IdIh2DWduiDdkAEs0fUGYHgoP3Sfuo9ldDWGjreFaFnG881e3I+qECmrivcMOqI4dr0B5GUtmfV7coCgjP7FseDmaVcTT4lmArSjIXWh9GaXgiy2h7OGYQoX9cI4VN/p2nWzJ7OewQ3dbXo61Q8ylq7iGPUYprP5ylRx+8v7avOtQp1nFn0i3vr2Gj6Nb02/+d8UCFaXW5ZAjtQcU73Sb1et1evXtlgMAgBAJo2Vp1Dmg6S9cnZqA7RWq0W3rNIOYjAzNmq71O0l71g9uQc/JCrl7FH3Or1eiEtrn9/1VpaH4IGPnC24wC/uLj44GeJCEsJRXx+qNfrdnl5+VGpmiMiIiIiIiIiIiIivjmiOPQJIIpD2dhsNkEQyip4m4X5fG5v374NaX80AhRyj3zo7XY7kBuj0cgmk0mm6LRer202m4VI6dFolIrObjabIaXZ5eWl5fN5m0wmdnt7e1LE6vf71u/3j4iOzWZjd3d3Np/Pj15zOBxsOBwGUn+73QYBodVqWa/Xs/v7e/v1r39t0+k0875a60HJWwgt3EHPOXAqlYo1Go0jpw4E86kIYyWKlNhTAYHfQZZBmOI0gXyq1+vW6XSOCEv9yTUgUxlfalnpmD88PFiv1wvpmTS6WGu5QBDSRk0H9RwQDiAwuSbpcXCaFYvFUCBa50HToSmxz5gimp4SDyBWIYefI9OU/IZMRbzAmtPS3wAAIABJREFUFaXrGnKTMWUdAVxniAgQjWaWGlvqRSGKILQoyY8L6/7+PswHjpTtdptaa2Z2VOhcxwfCFyhZCuHrhYxcLmetVsva7ba1223rdDqWJImt1+vQXtY218ehxT1UXEMY1PWmc+vFRiWA9cG+YF4pGF6pVMIaIfJe1zT1xxAsPwR/ZtA2dSjq2vCpsLKuA9SZpOerupXYM9Vq9Yiw5/8IKeoIyXIL6FlYLpdT4oCmtGNNqquEedNrIBjM5/MgKGr/c7nHGkFKcusYIISpa4T26LpVIc4LWCrk65mO2MBZxxmg48w5xHPU8ajnrApYCCDqoGJ9k84160zS+lY6F8xrtVoNIi/r16d5y3LQZDnPWCPsUa39lLW/NZ2lOpWYb+/wYU7Yr174yHqPUnFVgeDHGmAdqZjGvFar1XD2sO/5fNPtdsN5rcIs7VbnkjqxuL4KQswJ67dSqYRUY+qo1XOL9larVWs2m8FFjRi+XC6PREEVuDudjnU6nVBjLeJ3E6ylKKpFRERERERERERE/HYRxaFPAFEcOsZ4PLabm5uPfn6lUrGHh4cgDCnq9bq9ePHCOp2OtdvtVNHyU6IQhDRR/a1Wy9brtY3H4xSZ0ev1rFwu29nZWSDWrq+vT4pZtVrNXrx4Ech6sN1ubTgcZoo6EJ1XV1chxZym9uLf0+nUbm9vU24QJVx8Kh5fP+gUILEoYk1qIsg3xpF6AUp6QYJr2jKfekiJUKKYVRCif7iZXrx4Ye12O5XeR+8FKexdMev12obDYZi/3W5nDw8PVigUbDAYmNmTUES6JQQLCrOfSpVzCpD29/f3QWDBYUSKpn6/b2Zmk8nERqORmVkqrZRfC7Sf6Hd1sHmCVNc65KAXmJS8pLaROsHYC7iulIDXFEzU84IoZE2Rag9y8WOixs0s1JiCYIbAJ9Kb2iVE2iuhq2mcvPOENhM5rmnxeOg6ZC12u1178eJFEHYRfR4eHoLjUJ0IuVwuXJ9x1BRRrF1P1GpdFjM7csggAuj6Z5xUXEFMy+fz1m63QzpB6jZBbuMg0fRQ6mpQBwfrFkFrMpmEVEPqVNMxODXH3p3ATzNLOfSYH0h77zxAZNFaOpDijIWKoSqm8fDuMlxuz7kAaZ+mB/Opxbg/+4N265nMnLJHEUc1PSXXVheGimjaXvYGqRoRyHDl4cLjLMYB2ul0Uv3jPKUOjQpnXvTnWrofde69U82LHXoWqWjrxSl9b+H/3uGk9+GM5DzP+uyrohb7T9eWzk+WQMVZ4V/DOlWBV9Od8W/GU8eYwAPWqjpucGp5oZ/z28yeFf+9aKlzwfudpnzL5/PWbDat0+lYs9kMYv9qtbK7u7ujNIaVSsXa7XZIs5kFXJM4UAga4HXPfR6JiIiIiIiIiIiIiIj41BDFoU8AURw6xmq1sl//+tfPPoeC8dVq1d6/f2+//vWvj8ifRqNhf/Inf2Ltdjv8brfbhdRVkCNKphJRTZR3oVCw2WyWSpUG2VosFu3y8tIajYaNRqOU+KAoFAp2fn6eIuBoyymBar1e28PDQ6jRoOQXEcAIKKvVym5vb0NEO0QShA/9JBq4UqkcpYbKciVAiuOoARCVNzc3NhqNUmmvIAhVIINE07Rdvr+QsrVazVqt1lFKu263a2dnZym3AkKQpvbJAgQ+pCfppRC91G2wWq1SEfcamW2WTuPlyXR1QkEGE/3N/QAFrOfzuY1Go9D/58QTTdt3qr9K3tIedSr5B2vz7OwskHaQxqSFYn4ZO3UDEK1eq9VSYgNj1Ww2rdFoBGEH4U6j931dLBVZEAcRH704UCqV7OzszCqViq1WKxuPx7bZbAIpi2NJ3VdaS4O1hEDA7yDaa7Watdttq9frqfSG+Xw+pMxCjCB1E64cT0gzbpCmEKvMBY4JdY0lSRLSHLIGIN8h/bVovAIhmTODekKIKNS40TGt1WrW6/VCG1hH1HhaLBY2Ho/t/v4+JQQwnqc+X2SdNyoAI9jgZtJ0fvxNxSceOs+MF0KFrwXDucc4aDo32sIYq3NLH74P7At1ZTBWu90uJcz79ut5QRuZb957ttttcCMp1Om53++DM6zRaFilUglp3A6Hg02nU7u7u0vVJmKPq6BbLpdTjjkVG9UdpkKGjnmWe0evo84Udbt5YTFrDel7lL5X6frltafSQdJWBQEWuBnZE4iGnP+afk5dZtovFTy9EPQhURz4NW/2dBZxDrHedO18TO0vM0vtN//eoOdOs9m08/PzUIcxK2XY4XCw8XhsDw8PQdzxgS8RERERERERERERERER/zBEcegTQBSHsvGLX/ziKL0QBeOJgl8ul/b111/b1dXVETHS7XbtJz/5SSD89vu93d3d2e3tbSB8tOYNaDQa1mw2A+k2Ho8DMYdYQg2EV69e2eFwsKurqyPyDnQ6HTs/P09Fw+73exuNRiknklm6DgkOE+qH+FQ2RObiaFJCnz5dXFyElGWnagcp1D2iJJivs7NYLGw2mx2NOQT5arVKuUtOgaho5lSLrWs++88++8zK5XJKDDpVeN23ZzKZBNFO6w6RegsSEPGP2hm4XQBEnEasQ1ASUa3uhvF4bKPR6Kg2FZH6zDWiwHPk4WazSUXAKzStVD6fD+R+s9m09XodXEuesKRG1evXr225XAaRz+xRnJ1Op0HIUZLd7HGdUG+nWq3acrlMiacQkJVKJbWGeFDrgfRYnmxWAtnMApmvZDNkabvdDnWJPpYgPQVdr6S5Iq0S+5QUgerAUGGU+dJ9zV5i3SAq0FeECSWW1U0Did9ut4O4sVgsbDKZpFLzKalP2kd/xqkrCccJ94cMVrGcuZ1Op0cuDP3pXTO6JrVP6nrScdefnJVcB2eUzm+WG0xFCva5kt6so2azGdZoVg0m1pw/+3SNqlikAQYI1UmSnKyvgiNEa+eos9ILICpOIQpxnrdaLWs2m5bL5cJ7B/O9Xq/t6uoqrBO9P4JDtVoNKRJZWwQmIAT7tGS63rTdfgwRfLgfQg5zoW3h+c+9R2XNPesP8epjajCZWXgP10AJrsfa534ENzCv6vLjp6YbxZnrRUHWjTqg9G/qVtS0o6VSKbxn6HsA5yBnlA/S0H3Je62K21xD10O/37eLiwtrNpsfNY4RERERERERERERERERv11EcegTQBSHsnFzcxNq/eA+UELl7u7Obm5ugmNGcXFxYX/6p38aIt1vb29tOBw+6y6p1+vWarUCablerwNhnsvlgluIf19cXNhoNAqpwDxKpZK9fPkypHoxeyQcSR+mbT4cDnZ/fx+IPaL9KfqrZHOhULB+v2+NRsMeHh7s9vY2JXTl8481eX7wgx8cOZU8CoWC1ev18CiXyzabzez29jZTfNlsNjaZTI7Gcb/fByFBie8sKCHp3RjMFymyIK1w3WghdF/8Gux2u+AAUqJUxxBhKJfLBTELdwrk2ylnFcSgOg3W63UqPQ/30/nFZVEul8PYUkdJU3Zxv4uLC1utVnZ9fW3z+TxFpnIfTU3UarWs3+9brVYL68zPE+6Cbrdrl5eXtlqtbDQaBVIVEUDdPdyTdjYajSCQUhMMMlSJ+VMpnNRdxnN8yjsAWa1tUOEAEU/nytdy8eKr/3/WT+7p6z6RCgmSWFN78VoEEE0jhwuFSH3mj7pOrCXELgRQoDWvms1mSH/oQXq9w+EQ6nogGiOEQO771F71ej2k/UMEYB1k1ZpScYB+qwCgY4Gw8Rzxr6nazCw11zpe6kIxsyPnFKm/WDO6NnBNZgm8tB3ngwpf2kb6zDmjDipQqVTC2cb8MX4Q/yq8+HRlnKG0q16vh/MS0Y/5ZE2p822z2djt7a2NRqOj2kHMRbVatW63G1xiWdA1z7moLj/WkT5ov4qB+r7NWvZp1XSf+fFXQUYdSt6B+txnW9qDIOrTUGraOO7P/DAX+tBr+fch2sf7BCkGs0Rc9g2i4na7TblIcS9qqlR1GTKnOGBVlEX043OL7jECJRDVCHxhzUZERERERERERERERET8biCKQ58AojiUDSJnPaG43W7t/fv3Np/P7e7u7shx8OrVK/vRj35k7969s5ubm1DU/hSIyIcgw6WB+4V0KRCTFxcXVqlU7Orq6mT9mV6vZ2dnZ4E0wsECEQ92u51NJpPgeoAUgqhXwhEC6OXLl1Yul+36+trevHkT2kA0fqPRsM8//zyzSLCSwPV6PRClZhaEpizSeb/f22w2Oypcr/VLisVipqAEQYbrCzJc/0bxbMZmPp9/VG0frbEB6cWcrdfr0GZP3DYaDdvv9zadTgMBqanIIGQhDXEOFIvFIOhQ88ELYQgd6jo4HA6p6HKNHAcQpswLZKGmsFOCkf3RaDSCa+lUSkMV/zqdju12O7u5uQnplxaLxdE4EWkOiVoqlUK6P9wk6gLwQhTR7JDhngDPAs9D1ND6TJoCSUnRD6Vr8k4WPU+UTEUQwcmEw4b0hZqmi/niJ8KNpoSDfGUszSzscch5+lEsFkMaMdJjMS9+jVBzyTtvIHhxrODEM3uqX0N6MtYgY47QwD00vaZ3Y6kzAcGOM4X+Z4m33iGhY0j6Qq1rxTxx/jYajSCi5XI5m81mwZlHbRz2o64Z5pkUbFnARYLwos4tXTOaWu/+/j6VWgyhgnNYRRuEBMRnxtanx/Np1Xx7GW91mWmNm/1+H9JOste8G6lYLFq73bbz8/MgYqqYp2kcqWmjou/9/X04n32KORUI6Y8KOZrO0buEVPTRFHNeOMpKPaf/9unc2Gsq5p8SKdUFxxmk6RURx0kpSztxH+Fw4wzherQBd4+KTvzkPZT1bWYhtSnvu6VS6SjdarPZDMIQ+6Xb7cbaPREREREREREREREREb8niOLQJ4AoDn08FouFvX//3rbbrd3e3h7VPrm8vLTBYGC//OUvbTweP3stLwqR5ov6DRoBb/ZIfL18+dKWy+XJa5fLZXv58mWoX5AkiU2nUxsOh4FEI/XQdDq15XIZyCUI/tVqZcvl0syeIoSJ6m21WrZer+2rr76y0Wh0VC+k2WzaF198Edqdy+WCEKRR54rtdmt3d3c2m82O+kMam9lsliJ2EUZ2u11w/kCmqdOGiHeKWGsqp1KpZA8PDzYejwMBvVwubTqdHqX1yYISq5q6SNPyqFiVJEm4L/VgEHkUuDMYQ+amWq0GQWk6naZq72haKe6rKY+8+0jbRB9VSDkF5htyt91up9Ja6QNiFCdIuVy2w+GxZhGk5Gq1SrmezJ5qmSBoFIvFIAohBrKWs5x4jUYj1MXIur6HT6FWrVZts9kERxLjtF6vbbPZpNrmQb8hUL3LSl0ijAuiQlYbt9utTafT4A5R0lpFLK3hoc9BUIMUR6TATXg4HIIoofVcaC/zxZ7TVIc4FrgG6SMRtXAcIlRSiwlRQoltBD4l73kdUMcD6Sc7nU5IWclYq1B5ypml4tDDw0M4B5krnIXtdvvIyfDw8GDT6TTst8ViEZxWCMyaIkzTyinUTaWCjooR9AlRiPSKfh3ptRk7RCFSg/o1pueEOmB0nBkP2sv9EAdZIwgMpN5TgUX3QLlctl6vF1KSqohFP1gjjBvzxVwhPAHvmGPu9YzQGm8KFa+0VpqKS/TN1ybSe/NvnTetrUP/VezTh6YO5PWcq5xJWq+Kvd1ut0PAw263s9lsFtLL0ncVAtk3tEkFZg0YwNmK85X3T/Y79+/3+6FNtCcrKCQiIiIiIiIiIiIiIiLi+4soDn0CiOLQh3E4HOzu7s7G43GoHaQEFcJHvV63u7u7UOdFaxSAWq1mg8HAWq2WVSqVIICoYyZJkkA6Qr62Wi2bTqeBEAb8u9vthpogYDab2XK5DEQtRDSkOiljiEJeLpe2Xq+PCoW3220ze0xfNhwOQ60aRafTsc8++yxEKXc6nWejhw+Hx2LS1OPxoO4E45fP58PvIKeq1WoQWhSIQpeXl0fkMW6pyWQSyLjNZmPD4dAWi4WtVqtUGiFPlCpBpuN/qo8Qrwg8PB8iVcEayuVyqYhs5gZhBeB4QCiDBFRCVkl8UlIpgevdCWaWIsoVjUYjFP1W0QoilfnROcFdReqt3W6XSlEEcE+o6IPbi/2gaZdoH21lLfs505RdWWn69DqMDesOpwwuvqz1zLizR4nqPwVNB3ZKiIPo1dRsiD9a+4Z5gFQndRgkfLfbDSkScXCZPaUc7PV6Hyzgvtls7MsvvwzOGh3XZrNpr169CvswqxYXLkR1K9BWTdMFsvaVOqMajUZIX8jzOKPa7XbK1eBdHPpvUp8xPgCXmv4/n8/bZrOx8XgczkhcgQhgiA96LnpRCFch7pgPQV0kiBbqLkG08EIMa1TrdamgoaKwngF6X61hxd+8s0Ydceq08a6cUqkUat+Rno69pUKx1kcD7Gechbhb/D7Elca48Do9DzWtGWvKn3GcFzzfu4R4jopE/E5dbFmOQn/O4hZUwZTn+TpgZk8utk6nc7JO3Hq9tul0mpl6VVO/nlqD7KvdbhdcoXqffD5v5+fn1ul0nn3vi4iIiIiIiIiIiIiIiPj9QBSHPgFEceh5bDYbe/fuXSCe7u7uAiEHKZzP520wGNhsNgsR2kSSm1mor3BxcWHdbjeQ4ET6esIINwtp2Kipk4VSqZTK1U8aKsi0JEmCMKRpptQBgUMApw/R7IfDIVWX5u3bt0eppszMzs7O7LPPPrNOp2OdTueDhLOvKwQpr44dIqJx9Giau0ajEZ4PcrlcSLnT6XTsxYsXKZIXcpdUbvR7OBzacDg8qqeA6ME11ut1IDCfc9dAgmtaIYRA0tcR3Q00PdtgMLBXr16Fek0IaEog4u5CyMKtAdGqtWYgMhk7xCoVGdUB5V+L+ySrHgTP57W+ToumMVK3lwKRb7fbhbUFAczvstIFAsRIItg1+t+TsSoQZIlErEN1G9BGXDFeeGg2m9bpdFLX8ymqIL8Raj1Rr2uHPpOmDfcBjr/D4RDEz1KpFMS27XYbxrJYLKbI9lqtZs1mM6ReOzs7s/Pz85RzSQU95nW1WoWzCFej9h8HCenkVADCbUSNJNYBwAnB+lNHCr/DOYHbqdfrpWqo5fN56/V61uv1PjqFVZIkNhqNTorS9Ic9gRA0m81ssVjYZDIJ61idJUruK/leLpePnJP6Ov3J67UmC/D3UEGIdan1tLzgQLu8sK1uR4RGFXrU/eXbQDtU4OM8QpDt9/t2fn4e6t9tt1ubzWapgAUvZNB+7ks6RE0zqfWS1ut1yknFGGib/PxoP9WBqQINDiK/tzVFHnvUC02n/m32uM+1xg/3RyBXNy7v791uNwg3H4OHhwebzWYnz879fh/GlLkmiEJTrypwjH6MsBkRERERERERERERERHx+4EoDn0CiOLQacxmM7u+vg6k2HA4DJHjSZJYo9GwUqlkZ2dnQRgye0w/h+hzcXFhvV4vkC2bzSaV/sXMApGG84LUXdVq1abT6cn0Zu1225rNZki5A+FkZkFEUNLXp5Uxs0AiNpvNQIBTmwISerfb2a9+9avMyO4f/vCH9sd//MfWaDQ+WH9ltVrZu3fvAjkIOaZkZavVCn1aLBaplE+4nDTlFw4GHBsXFxdBWOGeo9HI5vN5+N3h8FiD6fr6OoyXd0tRYwTiXAGhqGmLmE9fbwQxcD6fH9VMMnsUus7Pz63X69mrV69CVP10OrXRaJQqUH5/fx+EAzMLZDqig5LNmlpLXQbUePEC3n6/D0Xf1eFQKpVS5KWvDZPlEiA1G4XvswQ1UncdDgebzWbBFcCcPeesYd61ZhVEeVbqKO+AUCeBpsLLAsKQ1sjRdIun1ryKsureOJWWyuyp5gqPfP6x5tR0Og21fjqdTqomizqndM/jIGIdI/QhsGi6R1Lcsd8QskgvSVvn83lIM+dFBO6v4oTuG0j1QqEQzk3WE/OIWIUwxgNHFmNdLBat1+tZp9NJuWQQnCHZdQ2bPQq8V1dX4Uz0qRC1Dhpuvdvb25D2EgGZuVRRgbUHwa5p2Pwa0dpi+iAIQN1InDN+vXBdFTDMLJWeTFOmcVZxNqiYxtywNrUP/ro4crRGlne9cJZeXl5au922i4uLcE7d39+H81Lf1xATVSzRdIjq+mGvMt60V884PftUJNa+Z7mGvKOQtG6sIfqGCMv4c01NjajXZd3MZrOUy8k7y9jLrVbrSAzNAqKOvufoNUmVqmepF81xZ9I/j3K5bC9evPhgWyIiIiIiIiIiIiIiIiJ+/xDFoU8AURw6xuFwsJubG5tOp2b26MZ5//69zedz2+/3qdQx5+fnKeKfgt/VatVev34dcvBniUJ6PxwSRPc/J7RQAwiXkL/mer1OiSqklEL4gJBtNpu23+9DMXEVYyCmVquV/epXv0pFd0OQ/fSnP7XXr1+fbCdk73K5tOvraxuPxyeFLohqXArqCqLujPa1WCwGNwQC0YsXL4LAsFwubTQapQQZ0nWRTsrsScyA3DazMP5aL0KhEetJkli1Wg0uJ43ar1arwW2gYhbk9WAwsF6vZ/1+P7g9EKN4PkIdKbsQJ8rl8lE6Qsh2TekGiavt9GuLtFmktUOE8+OGe0LFRohJTeeFMLDZbI7SuiE4LpdLu7q6StXIUFfDKajDRMdU4V0qSnLrHHnxCQIa90O9XrdisRjmk3nLSl1mZqmxVueC1hfx7SVdmt/zSZKE+jb5fD6k89N0i5pSTNMGmlmoZ6OkOGn39B7MI2JRPp+38XgcalpRWweHB4KVkuCMm6Y909o76rZgr6lrSJ+jAhk1VdRF0e/3Q60rsFwu7d27d0drh/FAdPGisheb2Aez2czevn1rk8kktRc9aDvrv1wuh/7pcxjrLHHQO4e0thTiDtfQtIhZ6c4U7DmzpwAAnzIN9whrh7WI2KLrFuEFlxrOHj/mup6pgVcsFoPws91uU3uBOdK0eZyF6lpCaEZE1gAH1o6KQoxXoVA4qmGk44k7lLpbvi+Md7/ft88//9x6vV6qJuDHpBVdr9f29u1be//+fUgVmbV3Op1OcAj5M0IdvPr4UBtoB7UHnxPcPXK5XHiP+lDgR0RERERERERERERERMTvJ6I49AkgikPHwN2CsHF7extS2xD1jjBEyjONXC6VSjYYDIKD4pQoZPZUWyeLIEYU0bQ9jUbDzCy4PHQ/bTYbm8/nKWGlVqtZo9EIpB/pmfb7fXCmIAqZWUiRh/jw5ZdfBkKJNlarVfvJT35ig8HgqD8QURSgXywWwW3gAflJmj3v3iDdWi6XC9cgqhrRrVAo2IsXL6zVaoUxuLq6CgR6kjzWwlksFqGOC9eheD0pjnBWNJvNIBYx9ghdOBsQUbLS75iZTadTe/fuXVgPkMeQjdQUIjWYgjUzn8/D/RAnNNWeilmMB6nZNHqdeVfBh9ewhnxfcL48PDyEOk/MLyKIOik0LR3zouQqROZyuQximYo2CqLxaYcXa1iPKjpAMkNcqwNAHQeezFaRB7Jc3Ui0h/Z7fCiNlzpDtK/e1aLY7/c2Ho9tt9tZq9WyYrEYnIE4smgrDjHmBXGF51AsnjMrS7DJgrrifM0bBCMVpVRcYA2oyKHp/7LGRcl/FYaoO3V5eRnOQsVoNAqOIcRj5oK5oV6SCgcAgRkxYjQapdx5KvDpnDO/WhvmufMga72oIKqCmwqZ6sxjbfp5U8cLohCCDAI2fdA1WiqVUvtQ16emnKN9uVwujKem4fTOQa7F2atrQOdc761iFgKKmaXS65H2NMsdiPiNWLfb7cJ68jWKcB2S8o/zngAJrctDOkD62e12bTAYfFQaw/1+b2/evLE3b96cfP/P5/PW6XTCOlThB0HouxJm9vu9TSYTG41GHxThG42GXVxcfHA9R0RERERERERERERERPx+I4pDnwCiOHSMu7s7++u//mvb7/ehZgYpmiC+zs7OgsOFGjikLhsMBpbP520+nwcySwlqiNflchlIKE8ANRqNECGPQ6BSqWSKLIfDY80ghAEcGppCrlqtWr/ft3q9bldXVzYej20+n6ecJ+Vy2fr9vhUKBZtOp/b111+niDTI0J/+9KfWbrdTbYB4Go/HIVLfp7OhrUSDQ4KZPdUwUVLMzILIRN0UJau0BkKSJDaZTOz29jaQ1qTGImUWNaIgAolMr1QqIR0dqX8eHh5svV6n3CA4rjxhpnVEiKYnPROR61yHlIGIXkoQ4/hScc/sqUZUoVAIf4dsxx3iHUesA9KKcR11B6nAqCQ/Dg/SP2mdHOYagYAxYl6BRsabPdVRIQ0SpLB31NTr9dBmBKFut5sShbg+6eeYK4QMFfSyRBvuRbotFefUMQbxrzWEWMOIDXoP2sVPL2RowXp1IPE8zpDpdBoEMvrl3R+see6fdT/ti68Xo6KY1mCiHQgVmrZKxx7hUK/hoS65VqsVHF9+3kk9qMKIWTp9HEIRKb622629efPGbm5ugitI66whYvl6Ntp/RAS/Rui3PtSto3Vm6CPndavVSp0t1IrSfaJpKdn/3oWDo0XTxukcI96oGISIyXsPe1nvx7pWp5aODWeYuhS5hxeb2DsqVGpaU+2Ptpf592cAYpLWX2LM1fWk6zWff0zxSNAEojUio7r89PxuNBrWbDaPBF8ETBXEs9b1YDCwbrebKdywNt+8eXO0/nQ8Wq2WDQYD6/f7KYfcbxu73c5Go1HK0QpIzUqwRURERERERERERERERMSnjSgOfQKI4tAxFouF/fznP7evv/46iD84M3K5nF1eXlqpVLLVapVyQ5hZSPe2XC5P1gyAkCwWi6mocUjeVqtlhUIhkIpKfnnc39/bdDoNkdNaN8PsUWRCFNput/bLX/7ShsPhUR2dWq1m3W7XDoeDXV9f23K5TIk0POdnP/tZqk+73c7G47FNJhM7HB5rHyGoAchSXA+1Ws06nU4g3z35TH2d2WwWIrv178Vi0V68eGHNZtPMHotvf/311+G+PBAQVqtVIAm1ZkW5XA6cG4LiAAAgAElEQVT1fswsEPOIDdxLxTEA+awENPdYr9epNHCsm2azae12+8gtgpjmo8sRhUqlUnBhIfBwDZxfEKiaXgmnAe2nVkaSJGHNeLAO6CsCBO4yFae4LutdxSL6ranisshPSOJWq2Xtdtva7XYQVBHE1MlDaquHh4dArFPfi7o1Xszi3oiRuMUQJPT32qasdHXMF04yJbHpu94bwp7ra60eL8ypU4P1wDiqu4P7q1gG0c89EAu8SKdp33waPwQInRvEHIQDL1Kx9tXdgsDLGtGaTYr9fh/2id6XNFoqyJBujN/hBuJsUceamR3VwsmCd+rQjyxXDvPImmQuqEmjAr+OvQrMuJP0oWKMT4em6xCBBoGD81DrtrH+fZ0dvx65LtD1oG1QNyyCi7aJ+WBcqFv28PBwlB6PdnDdLKHHi79a60xdb1xT3Z+HwyHse85s2qquzVqtFtIr6t4ntSKiXy6XC/V6EOW0DbTr/Pw8CCn39/f27t07e/fu3ckaZmaPbrVXr17ZYDCwWq128nm/bWy3WxsOhzabzczMvpErKiIiIiIiIiIiIiIiIuLTQBSHPgFEcegYSZLYX/7lX9rNzU0gOXO5nNXrdfujP/ojMzO7vb01s0dCaDweB3EGgqrb7R4JOpCH1EDwoG7OarWy9+/fh5otp6KTqYmkqW9AqVSyi4uLIKDc3d3Z3/3d36WcQqDdbluz2QzOH03xA1qtlv3sZz8LLpTtdhtEoSRJjkQh0vqQogcBoN/vW6VSOWqDr1OTlWaPvrbb7UDOD4dDGw6HmeODk8rMUiR4tVq1brcbXFKQgPf397ZarVJuKU1vprU2cD4RhY9ogXtBgSMLgRF4UUij/5UIf3h4CG4erXdBSkLWCDWLNA0bD0jU6XQaUgh6UO/CE9iahgqBCWKf2lxaMwWXAiTuqYj4QqFg3W7Xer1eyhXi3RJZ6e0QKRDoEFLUaVCpVEKqLwhkFQtPpW2CfKf9mraONaLEN6KYCicItVwHEUBrqCjUuaVp2VgXXEPFRvqJgOhJe399hQoHrOn7+/sgbnEGaEpLdX+YPQkIrBHEIO7N+Htwz9VqlUqTRoo8FZZVnPC1bmgX5zMCgHdr6Njy/1Pp9NQp1Gw2g2Dur8cZ3mg0rF6vh+ur64a5Q8hl/nktLkWELN8GP2b81HRz3vHlRQl1NyGa0AcVxxCRtR/aXt3LtI9UevRfU/FpWjdS0nkhUgVY+qGuNfawFytYY7r/eT5rX91UvHc3m83gJuLxMfV61JWr7efBmTiZTE6mjzN7fA/9/PPP7ezsLDNF5f9feE68j4iIiIiIiIiIiIiIiPi08b0Sh3K5XNvM/gMz+6dm9k/M7LWZnZtZzcwmZva3ZvYvzex/SpLkmE3++Pv8uZn9Lx/59P88SZJ/8YHr1c3svzSz/8TMfmxmZXsUa/5PM/vvkyT56tu29WMQxaFj3Nzc2JdffmmLxSLUJajX6/bFF1/Yer22m5sbM3t0rIxGI9tsNiH9kpmF9EKAWkUU8/bI5/NByLm5uQmRvFmA4D4cDlatVo9IplwuZ/1+3/r9vuVyOVssFvbVV1/Z9fX10bVyuZz1er1QJ2i322VGDQ8GA/uzP/szKxaLoS7HbDbLFIWSJAnpyiCty+VycAoBSHVq6hCBD2GnNWQgrJvNZoponUwmRynYttutzWazUENIHQ3VajU4Y+r1uj08PNhkMgnuBYhchAStYcPY0B+zpxRGWpvFj2+32z1KGYTLhHRMWcXNqa/BPKtgtN1uU+tORSGzJ/ePjjmphDzxDplcr9dT0fpABSHmnxpOpBCkPzghzJ5cKD5VV7FYtEajYS9fvrSLi4vM9YbjAkEI0UUFFi1Wr9A51BRckMfVajXUJtGxNnsUDTudTlg3uFJIW6aiEH1mL7JmIa5pqyfztY+aYkwdMvyN8eJ5SqhDeGtfIOvVOajigaY/5H7UkGH/631UEPCuJO0Lc4gIwFhSU0vXuNmjMxMS3X8eIN3haDQKKQPVnaXiAVDxQ0VFXc8qcnFfL7ggePR6Pfvss8+CK5LxRpzb7XZBpGYPqaiiKQZ5jbqwEJMnk0nKGebbrqKWrg3a7deNBwKKdwr5lHXqjNztdiFdqtabYg2p+IpoiUjl97KmtMO16V1s9Jv58Y4pzhQdv1MihroDeT/pdDrBrfkhIeg57Ha7kG70m6LdbtsPfvAD6/f7UYCJiIiIiIiIiIiIiIiI+F7h+yYO/Xtm9n9/xFPvzOw/S5Lk//qW9/lz+47EoVwu94f2KAL98YmnTM3sP02S5F9+kzZ+E0Rx6Bjz+dzevHkT3CG5XM5evXpl+/3erq6uzMxstVrZ7e1tSPVFhDzpscyexJdcLmej0ehkGq+XL1/adru1q6urQNZTqwLiDdILQUHT2wAtIj2bzez29tbu7u4ynSLFYtGazWZICZaFfD5vl5eX9uMf/zgIEtRVOpU+br1ep9JotdvtkIYO5wUOEEhKXxfDp4PS+ktJkthisTgS0NbrdSDvNO1SuVwO4gqiCUQfdXMYY8Z9tVqlavqQNmq/3wfnCUQnRKq6GBAoqF+Bq4G6OQhNSvbzb8hpRDYFfcethVsJMprx7vf7Kdfa/f19EJO09hVuN9L2aTQ8/WdseSTJY6o+1gEiCW3QiHxNh0UtIVIpqduGNq1WqyAKKeEOUY4w4F0WCA86pppKij2jrhBNfdZsNq3RaNh+v7fhcBjWNcKQT3fF37iOCjFaV0xfQ1tV5OJvKgRAjJfL5SAu8H9qJDE3kPGVSsXa7bZ1u92QrgqB0z82m40tl8uQQnE8HttisUg5SSD81ZmibaTdKiwgeKzX67BntP+IweqsU1EDBwYijDr1WCsIyYwlD/Y7tWR0bbAvuEeWK4f1g9PpcDjY+/fvg/Cnji+zJ6fmqfRb+ho9F1gviLmMLe41xhSBSc/DrLXif69nJn/Ttak/2TfqkNT9xvsQ7eD/nKNa/06dgirIMj7saxX5aJ/OG7Wk9Dzm7yq4qkOJoAzOV9LDtVqtIxH4u8B6vbbpdHqylhDI5XLW6XSCKBQRERERERERERERERER8X3E91Ec+p/N7F+Z2b+2R8HjvZnlzewzM/uPzeyfm1nBzDZm9k+TJPl/v8V9/tyexKF/38zePfP0N0mSTE5cp2lmf2Fm/9ZvfvU/mtn/ZmYPZvbvmNl/bWZNM7s3s3/2bdr6MYjiUDaWy6W9ffvWkiSxV69eWZIk9v79ezN7FEbevHljDw8PIWWX2WNauE6nY2aPIlGv17O7uzu7v78/un4ulwtFre/u7kLNIrOnVHVmFtKrQc4rlAg/OzuzdrttSZLYeDwO7o6sNDeICA8PD0e1h0Cn07E//MM/tEqlYsPhMAgVq9XKZrPZETkGMa4poiA6SRdn9iQefEwENYXsSYVEKju9N+25v78PqbzUrcAYdbvdkPYP0p824VRhLNThAimJKwJHBQSvRuHTL1LoXVxcWKPRsEqlEsh4T+AiJux2u1APwzsjzB6Ftbu7uyCo+ILp1Wo1rCczC44TdXn5FE6kc1PQN/qHoAQRy++8S4I2kKqNn9TAarVa1mw2U+LKw8NDqGOUVXOJfvu0W+pkQQSErMaFpnOmLgnIdQQ6dVbhHmMM9J60e7vdhrkmDReuKU0PiAjh3R+srVKpFNpCn9gzpCdEZMEtdjgcUrVRWq1WSF85GAys1+tl7qvVamXL5TK4n+ivOskOh8c6X4vFIpVGzI87Ik69XrdyuRxeR3003T+MO+vmVB0WhFTvdqIv0+nU5vP5kTBI6sRSqWStVisIamZPgoWK6Cqi4CzRmkqHw8Emk4nd3t6mavnoa+r1ekoUop0IyKvVKpz36hRizSEsc3+zp/pIpKjj/NI0e7joNH0iUDEdQe05p43uH/5fqVTC+aj7mnXMfOZyuXAm+HR7PJ/neRcVtaF0reNuUhGUNY9j0bef5+p+RiQkdVwWvBjv/++dfPrTn8fU+vNjUCgUrNPp2BdffBECQyIiIiIiIiIiIiIiIiIivq/4volDhSRJ9h94zn9oZv/Hb/77vydJ8h99i/v8uT2JQz9MkuTLb3qN31znvzWz/+Y3//2vkiT579zf/5mZ/T9mVjSzf5Ukyb/7be7zEe2I4tAJkG4sl8vZu3fvLEkSm06n9ubNm5A2DVdMvV63Xq9nlUrFzs/Pbbvd2u3tbSaBVi6X7fLy0g6Hg11dXaXEjsViYdPp1HK5nLXbbdvv90f1DhTNZtNarVZIITefzzMdSmaPpFqz2bRqtZpJbNG2H/7wh1apVOz6+jqk0VmtVrZYLFJtxXkCma6/537lcjlEdX+IKNM6MVq7JMsttNvtbD6f23q9tmKxmBKRFL1ez168eGH7/d7m87nN5/MgdJGiz9c+qVQqwbHgBQKIWMQBiNxSqWSNRsMajYZdXl5ap9OxJElsOBwGUUcj33HGmD06o3DvZGGxWNjd3V1wZnjnDM4q+tBoNIJbLYuQLxaL1u/3Q4o+8PDwYNfX18Gx5tOBzWazIPTpGiuXy9Zut61arQYSHDdCrVYLaZ3UBZKVhg/HwmKxCPVvdG0oaU7ftQYSexWCnLFSZ4OZhX2LePlc8XjaBCGNkFEqlWw2m9lyuQyuCHUnsXZYUwgQvj8Iavl8umZUrVazfD4f+oCgizOx0WgEItrXMKEeFMKb79/9/b1NJpMg8D08PNh0OrX1eh1cbp5EVwGE6zNH6hDTdH5mlho7/7dcLmfNZjOVblKx2WyCUIPLhT2uItlut7PJZBLECAQIHRP6pUIU+wgH4M3NjS0Wi0wxgL6rUKEpDDW1HQ5PFaDX63U4mzW9n9mjsDkYDFLX56zw4hztVQeauu9YJwiKmn4R4Yb2Mp6MKc4sdQ6pG4d5QrDyNeVIw+jbre1HUGS8snBKFNIUr7i3eB7tPSX8nHJ5fSxU5EU0QmAdjUYh/efl5WVMHxcRERERERERERERERHxe4PvlTj00Q3I5f6NPbp17pIkOf8Wr/9z+weKQ7lcrmRmN2bWNbN/Y2Y/SZLkiE3J5XL/g5n9F7/57z9JkuRff9N7fURbojj0DBaLhb17985Wq5UNh0MbDodBFMF1UavV7OzszM7Pz61QKNjd3d1RLRzQ6/VsMBjYcDgM7iAwm81sPp+HKG6IyixUKpVQH2Wz2QRyNAvsuU6nE1K7eeCu6ff7NhwObTQamdlTejvfDkjt5XIZUrNpyibSdX2o8DZkrdYb8m1fLBaBfF+tVjYajYJoRR0hT8ZdXFzY559/bvv93u7u7mw+nwcHjaYwUzcQbhsdR8heUnJ5gp+0TOVyOdR6QuDwLiePer1urVbr5Bjt93u7vr4OopxGskO4N5vN4F7DPUFUe9ZZW6/XrdPphPGCXEboUFIVrFarUGwdB5Kmi8MRtF6vQ8Q/RC6/zxKDmF9cRD5FX1YtGca80WhYt9u1Uqlk4/E41ANiXhkrJXQRDDzxjnDh659wDX6P02S5XAZ3Hq9XYZE0a+oKQxTIcnGoS8fPGSLkYDCwwWBg9Xo9CIDn5+eB2E+SJLjTtE6P4nB4rC02nU5Tbh+dt6x6TIgWzNF2u00Jh1lEOPPu1z/zWavVrNlsnnwtDhzOQt0jnU7HXr9+bYVCwd6/fx/qE+H+03RtWoMGBwzp3rbbrc3n83CesEZoA2cOtdOYa84E9j1noZ4fOKVwgWqNJa1DxDW4ttYw0jlUN6bfn+pazBpPFVHpkzoiSTOIyKRpMHH/4axhzWq6QVJBqttO1xDCInNerVaDm02fj3jk+9bpdGwwGITXak2t3wXgHvTiYURERERERERERERERETE9x2/DXHoeab4HwcU8qg++6zfLv5texSGzMz+1yxh6Df4F/YkDv1ze0yXF/GPhOVyaV9//bVNJpPgXEmSJJDTZo/C0I9+9COr1+s2Go1OpmkrFov28uVLKxQK9tVXX6XEIxxJy+XS6vW67XY7m06nZmaB/NXC3tTxgew95SzSiP1ms2nL5fKoFgruHpwfk8kk1KfJSgUFyUixdrOnWh6AGhKniErS/5ByTVOE6U9qotRqNZtOp3Z1dRXGt1AohDoVIJ/P28uXL+2LL76w/X5vt7e3NpvNbDqd2m63CynuIKwRfSCCleyH8N3v96lxU0EIwhqBZLPZ2N///d+nSHF1JPFvBJpTkfNmj6Lk27dvg3tN0xvhFup0OsF1ZPa4XhEvIZa1Bki/37dutxvcNZDkEMPeeXU4HGw8HgfRqFKppIQQHCwQ76TJgihGYPTXxNGAkENaKBVXcHn8f+y9S6wkWZ7m9Zm729vN3Mxf1++9EZnVVZOl7pYagTQSGh6aRiAk1MMCzcBmaNECMUKCxYyQZsFjg2ADCIkFAlosGARoAAFCtNgwCBoN6kEMokvd2ZWVVVkZEfcR/n67+dPcWHh8/zhm7jfyUZlVWZ3nk1xxH37Njp1zzDP1/9n3/dVCeKVSkX3KYjUdVXSGqT1pVJhk23aujxedBMVeO1mW5Yr1dLIxGm00Gglc5XxQBJz8Gf+ejgrVjcHr4hyoAEndz4QT/IxI0xQ3Nzfi/Doej5jP57mIuKIIWO/v77FcLqVfEoEUHThFSEmAMJlMcj3CXNcViMY5Vr8+Ho9YLpcCdtR9WCqVUK1W5f73fV+AFMHVer0Wd1sRAjSbTbiui4eHBwFVdPJx7dRISZ67UqlIHGOSJFgsFhKzpzpZ1M8sRvcxAo6RZWosICHTarWSPkVq5Bo/C4r9cggq6V5U55z/Fq+doJNOKu43FarzWvm6urrC7e2t/PeKYx0MBuh2uxgMBgLGCH65L1UozvW95MAh1GG8KueFUCoMQ7lvVQjK/86pDyvQIRbHMZrNJqIo+sYDF4JVLS0tLS0tLS0tLS0tLS2tz9YvFA4ZhvFrAP7eN99+9Ascyj+sfP3773jf38UJZvkA/qGvdURaOS2XS3z00UdSOJ/P5zgejwI2gNMT7B988AHm8zkeH59uPcX+M9PpFKPRKPc79gja7Xbi+qAYI0XFcSzNrefzObrdrhTM+cS5+vS8+kQ5I9lY7GNvFjay5xP1Dw8PuSe6gbdPnrPHymw2w263O4uJAt42a9/tdvJ0PYusYRhKjFSxuMyiMp9Cp4tKhVUUewvx3JVKBdfX13j+/DlKpRJ6vR6m06lEZTE6jtfE2CcWPSk15otPt7NIyoK4WkB3HAdhGEq80G63k/45LParoguEkIFzywIvnQN0pjwVCRfHscTosa8Q15ZjZsGcY4+iCFmWodvtyrHozlDBFb9mDBb3oepasG0bzWYTQRBIcfxS9B8LwCxqE9CxeE5Qpjo8WHxWe/zQYaUCR/ZgStNUmsTTCcECPmFXkiQS/QS8dQqpLgXCD+BtHCKhzHK5FOB1OBxy41T3gtpricdUoQrj5ggokiTJOUTUvUig6ziOuLt834dlWXh8fJS4NbVXC0Emj0kHy3w+z/XHotvweDzKnicIImDh2C3LQhAEMv6nHBtBEKBWqyFNU4zHYxm36maxbVs+ayhG1I3H49w88xq4J7nvCT+LIkQj+ON+5jgYublarZAkidwj3M9qJGCpVEK9Xsft7S1qtZo4Zwh4+BnF13Q6lfuVf1/c64Qlap8f7hHV5aQ61i5dI0EsPy/5OUMYpEbGhWGI/X6PTz755AxkqZ9TvN8IbtjL6ZIrjOdQIf4leFOtVtFoNNBut3P/DSuKkX7j8ViA81OOMi0tLS0tLS0tLS0tLS0trV9+/dxj5QzD8ADcAvgnAfx1AFdvfvXbWZb9l1/ieL+Dt7Fyvw/g1wDEAOYAfgLgbwH4j7Mse3jHMf47AH/pzbdxlmXTd7z3BwD+HgCDLMvaX3S8nyUdK3euwWCAH/7wh1LYZn8ey7JQrVZhmiYajQZqtZr0r7kk9h+qVCp4/fq1OFMoFvYv9Whgo3ng5Na5urqS/hp0xBD0sI/LbrdDpVJBFEWwbRvb7Vaizfi+w+EgAIfnYP+eYv+jcrmMIAjguq4U4Rnnpj6pzvfWajVxaLBYecmRoF4/i63sVcFj0gmiQiEWLQlRTNNEs9lEs9kEAEwmE4xGI4EEdGXwM4d/d6lozegqNXKJvS3UYj/7mdAp1O/3ZfzL5VJiulSxcE0YoRZUuYYq1HlKnuchDMOzWCVeL3uOsKjL6yw6lFggvhTzZhiGFMNVl5A6hk6nA8/zBJzu93tMp1OBjgSdLDiz1xCL52pvFjXGjRCEzog4jhHH8dn+2W636PV6ArDUPRmGoUAdrgP3ohoXx8K9Oj+M1VLdTWrR/JLjiHuyWq3CdV05lxo3pkaVEVTMZjMBoCzQExRwP/Jcag8WFaCqEX+cN8uyZOyqK4pOIV474SEjFYG3jr9LPb/USEOOk+8zTVNceSpsUB1ThG3cTzwv4Qrvfc41pQIszmvRLcN7LAgCgcae54mbh72yVqtVDhJzD/IeAk5Q4/nz52g2mzJn3L/qZyjHNp/P5bOY7+X8X+qppcI47ln1s6gIzlTHjuqs5NpxTDwX4xwv3fMEb+ocFMX15MMFKgy69DBAUY7joNVq4fr6Wh6i0NLS0tLS0tLS0tLS0tLS+uXUL22sXAHgXNK/D+C/+gpO9eeVrxtvXn8/gH/VMIy/mmXZf/rE33FWV+8CQ290hxMcahmGYWdZtv2M9+f0Bv68S50vcrxvg0ajkYAhFv5M08zFaJXL5SfBEKFFtVoVYFEs+qdpin6/L7BBVRzH8uR2q9VCGIYAgOl0ivv7e6zXawESqoIgQLVaRZqm0tNILcqz54PruvKU/3A4xHa7xWq1kqK82kujWq2Ke4ZPqBdl2zY6nQ5c15X+QJd0CWZRamGVgIUFV4I5wzCkJ1O9XhdwMBqNpMCcZZk4Ayg2n1+tVjlQwF5HXA8W0X3fzzmT1Ot89uwZTNPEcDjE8XhEHMfiGiJUYrHXdV3ZLyys092lgpCnCrVqPBydV3RdsYBLgKEWubkv6WZR53+z2QhMoRgLxTV/ChpdXV3h+fPn4mxS3UKM7GI/Lq4x7x2CBxaYVacbi+2e56Fer0vvJHUeuG8YoUb4xyg6xgwSCjHO6pIDgVFqdPJwPRg5qAIAAiXe83RqlMtl1Ot13NzcSG+tp3q+EGjQrcEeXoZhoFqtyj5gHzE6wuhq4e8JN1RxvTne7XYr5+P8cL4JxNhThmCMa6+CSuCtw0p18RDMACf34lMuF4q9zADk5prryfugGJvIua9UKgKaivF1tm3LnmHEIp2YP/nJTyR2jp+X3Ne8fzh/jGlkD6vVaiV7Wt0H/Jf9pBaLRQ4+qyBJvQ7uH8JC9bNHdRJxDzmOI/c7QT7v3dVqJZ/XSZJI3y+quP/U61fvtaIYlUrAqTrjig8CqLF1KuhlHJyGQlpaWlpaWlpaWlpaWlpaWk/pF91z6A8B/EtZlv3fP+NxfgrgfwDwB3jjugHwXQB/ESdHkAPgPzEMI8uy7Hcv/D1zVi43i8lLJRBVAF8IDinj0/qc+uCDDzCdTvH69WukaQrTNMUBtN1uUa1WLz5BXS6XxVG03+8F5BS1Wq0kCkwt5rEvDAueURRhu92i2+3i4eFB+hAVZVlWLtKJ/TRYoPQ8T5wAQRDAMAxx2ACQYnccx/K0PMENwYMaF6aKPX5WqxWm0zznpHNALQqr4nmKLg32wOD8qDFhzWYTtVpNitZqz6U0TbFcLnNP9hMW8In9Yj8h9jdhhF+x7466ruwrxbmg64ERXGmaSl8Sjp3FdjXqiwVxzsGlf3k83/dxfX2NWq0mEX2Hw0H6YLGATQhjmiaq1epZ7FnRLcQoMhXCEG4V5fs+vv/978OyLHS7XTnnZDJBkiTSu4VujsViIWDxKRhEBxGL4HSVcA5YzObeAU4xeNyXhKpqDxbCEH7NY7For8Z+FZ00nENCEDpV+Du+2J/r5uYGnc5lrs5oNrru5vM5er2exBwWe1jVajXpIXQ4HFCtVhHHMSzLwmazwWAwwGQyEcCgxpWt1+uc46hSqeQAD+eK9xedJYRDao8Z9mxS+y8RJBE0pml6cY+ocZWU67owTRPr9Vr2gDrfKhwq7n8AAnCKTjyCFMLWJEnQ6/Xguq6AENU5WOzzox6fsJz7S431fGpt2buKQJj/LeCa0DVHhxTBC+8J3hfsPUZQydhSzltRjIDc7/cCY4oPCFCEQqrjiXOg3gMcQ71el3lQIaD6Yp81HfmmpaWlpaWlpaWlpaWlpaX1ZfVziZUzDCMCQMeMC+B7AP4ZAP8UgE8A/NUsy37vSx67BmCePXEhhmH8BZzAkQkgAfC9LMu6hfd8ghNMusuy7L3PON9/AeC333z7he1bhmF87gnXsXInHY9HfPzxx/jRj36EcrmMZrMphedms3mxcTsjsLIsEydLUfv9HovFQop8qnjsdruNer0ufSwWi8WTUIjOAwDiRmBxlAU9FvP4tDyfdOeT63TeqNt5v9+j0WjA931Mp9MzwGUYBoIgwPe+9z14npeLzDsej9JPhWBNjeYiIFBj5FSxobvaM8n3fTQaDQRBINBjs9lgOp1K4ZexbmqfGxZRCZZ4vTy/ZVni8LrkiCKsC8MQ0+kU0+lUgMJsNpN52W63SJIEjuOIy4PFW84nYYfakF2dc/V7AqyrqytcXV0JLGEcmboeBDx0EgEnB47v++JwmM/nWC6XuVgu9hUi1LlU8LVtGzc3N3j27BnG47GAsNlshsFgID1iOF4WnumOYOGf7gxGYhHOcRwqjCjOC4vY6/Uaq9UqB/84Vyxq081AqfFxLG5zTugOugQlCPHUvjRqPypCRBb4WdxXIZ3nedjtdhJ7x2K9unamaaJWq6HRaIhzh/ubnxWMiqPbjRBGdW8xoo0wVo3QIxxh7BqdOMfjUeDXdrsVF5AKNfhS90YxDpDj2e/3uZ49aiydGi9HqZ8BHA+hBPepel/wuARVTznCCIWKAFZ1u7BvHEEb3wKiFAIAACAASURBVK+6B/lSHWGGYYjzS/2849yrPd44V4Qvar+1Wq2GOI4vAqBL1zSfzzGdTs8gGedWjc8sl8uy3/g7FQZxjarVKmq1mjhT+Z7iPaSlpaWlpaWlpaWlpaWlpfXt1dcRK/dz7zmUO7lh/DaAvwEgA/AvZFn2n39N5/nXAfzbb779N7Is+3cKv/8QwK8D6GVZ9s5YN8Mw/hucwBYANLMsG33BsXyeWLn/B9BwiHp8fJSCHF0fpVJJ3EOUYRiIogj1eh2lUgmTySTX+J5K01Ti6dQYIqpUKuG9997D7e0tTNPE4+OjwKFLAAV425ycIIguA/aZAd4WuVnkZe8StX9Jv9/PRSulaQrbtmFZlsR3qef0fR/NZhO3t7fyxD6fpmdsVpZlcF0XURQJJGCvC7W3COeBRVXV8cCCbhRFCIIg16NnNpshSRIpXPOJfxVEqG4K13Vl7rfbLTzPQ6vVyh1XFQu4QRBIjBnXNEkS6UEFQNwSWZZhs9lI9BidGZfWu7iOdPEEQSAFfLpkCJ4IzQhfik/xc/0YYwecAAOjp9QIK/bqYQ8tdW5Z7K5UKuh0OqhUKnj16pWs7WAwyMWYMeaORXW1l4/aw4mup3c5D4qRYtwjhFDFXim2bUsEHV1a8/lcxkCoQ5eJCgyKUsdLNwrdTZw7FbBwjOVyWa6XsVx0VTH6i0CUriY61RqNhjjNeG2MPyzGx6n7heCTQIlzs9/vxYFFSELgooJV7qHZbCYAmj9XnSVFqb9XX9yLXEPHcWDbtkQ88h7ga7VaYbVayX2h9qHiNaqOHO5H1YGmQiN1T/AzgL9XPwPY94gOI7p/CPXUfl0qvOc52OtJdUep/YvUXmA8T6vVQhRF8DwPcRxLRCghMv9V96bac221Wkm/K/6uODb2IjMMQ/bObDY72+uE+kEQoNlsilNUS0tLS0tLS0tLS0tLS0tL65L+1MEhIAdbVjhd1ORrOEcbQBeAAeB/zbLsHy/8/u/g1JtolWXZOwP6DcP4PQC/9eZbJ/uCPYc+x1if4U30nIZDJ43HY/zwhz+UJ7VLpRKazWbuSW8Wdxm5NhwOz4pxLPQmSQLP87BYLM5AgeM4+PVf/3VEUYTD4YCHhweBTEUR9rAPBSEO3UoqSGJDerVXjVoIzLJM4A+jlWazGVar1Vlckdqovl6vo16vo9/vC6RJkiR37lqthkqlcrGgz+MRFnBcSZLkorPY7D4MQykcbzabXBzffr9Ht9vFcrmUni0sDpdKJem/RLDieR7a7bZE66ni0/RRFMFxHMxms1z0XpqmAgv5/nK5jPl8Lj1+DMNAkiQC64oqNpWns4CxfwCwWCxknxCosXiuOkgoQglGVXFf0KWirjmjw7IsQxRFF8fIfiiVSgX9fh/j8VgADXtYcQ/zfiA0IIzgi+vISLLinHNfEATxetTfL5dL6bNCB1ylUkG1WpUeMyyIc88T5NBF9lmAlWtCBwj7c9GRRADIdeK8qe43wic6cTabTa7wT9FRxuN7nofD4fAkNGN0Gvc1wRDfq0aAVatVcZjxnFwDwmAChNlsJsdWgYNt2+L2Y3QfoZYKERk3SXimusMIeTmPhD7shcboNu4TftZwn6vAp7g2au8ufq9+vhAKEWS7rptzeC2XS3Fk8d5WISb7g/Fr3ofcY+q5CCBt2xYnGV9RFAn88zwPpmnKXijG8vEaCKAIg4sgiHPEFx2CvA/3+71EFxb/JggC+L6Per2ORqOh3UFaWlpaWlpaWlpaWlpaWlqfqa8DDn0TKhL/E05wyAfwTwD4r7/qE2RZ1jcMYwigBeD2wlvucYJDvmEYUZZl5xlkb8UVGHzVYEjrsrIsQ61Ww3A4RJZlAoEAiHPGcRysVis8Pj5ejPtZr9eYzWZwXRdBEEgkGUUn0ve//31xzdzf32M0GsmT/Op72cuCbg5qt9thNBrliqmMOKLr5pKOx6MU19nXZLVaIQzDHBiK4xie56FUKsm5f/zjH0u8mXpNhBPL5TJXAGVBnYXnYhGcxd+rq6vctV1fXyMIAuz3e/T7fSyXS4FCg8EAg8FAYIDv++LSYNGfvYE8z8PV1dXFuWC0V61Wg2EY0mtK7Vu0XC4FpKVpCsuycDgc5GeO4wCARLQRHhCysGCsFuAJB9SCO6OjWFwvlUryHhbHVXdBEAQCeRj1dTwepXcMj00otNvtEARBzi1EqfFkw+EQw+EQu91O9rHqgOK5CAQYC8brJcSha4yggutC2Kc6VIpF8DRNpSBPAMb3+r4P27ZxPB6liM7jc66K/YPUWDvCSRV8cKzFcQDA7e0t3nvvPQFmvV5Porv4Uov73CcqSKM7jP1kuGcmk7fPJqjwsAiV6EpR15Wxcev1GpZlSe8tzqfv+wAgbhe6jDgXBENqzNxutxPXnOo0UvefOkcEh/zMYJwhobXqzGFEJa+DoIfzwjVRIeel9VBjKgnjGDmYpilc15UIN4L06XSaA/iEOhxHpVIRIA1A3I4E37vdTqAMP9t4r6swrVwuo1qtIgxDcXZy/tXeVezdpPa64s/fJe5n27aRJInEFKrjUvcAoVAQBGi1Whd7qmlpaWlpaWlpaWlpaWlpaWn9vPRNgEMD5ev3v8bznFe13upPAPzFN1//KoC/c/EAhlHBqV8SAPzwqxua1rsUxzGm0ylarZZAGcdx0Gq14Hkettst7u/vxTGiKssyLBYLHA4HNJtN7Pf7MxcQC3XPnz9HuVzGZrPB3d0dhsNhrieJCh7q9fpZYY9uGwDiQiAYaLVa8rcUi+yHwwF3d3cCtdivp1ar5aAB45Bs20a73Ua/38fd3d2ZE0N9mp5z4jgOfN8/cyxxHHR+mKaJh4cHKWRTrVYL1WoV0+kUg8EAh8NB+s5MJhMkSSLuhTRN0e/3paE7wQXj4xi5pIouIc/zsN/vpU8UwQwj3QhVAEgRe7lcYjqdCpSiO4lFf9u25al+whK6oMIwlH4sLIQvl0t8+umnWK/XufMByIFHHp89TFSQVoQJAOR47IHUarVybiEW7wlVVqsVut2u7CFGyVGECgQhLOgTsBTXuBg/RhjEoj5hIeEh37PdbjEcDsWpocbNeZ4n9xiL9uocEagRbKgFfDUOjn2BDMOQPkaqE4r3/M3NDWq1GsbjMe7v76XQz8I+ARAhhdqLR+09w33B83KPqSI44N7h+EulkuxNIO9SYpwZkHdi8bp4DI6RDpbVaiVghOu/Xq/hOA5GoxHW6zXq9Tqq1ar0S1J7BHH/JkmSA4Mq7FDhFV1dvB841+x9QzD5VKQdQZL64nwRQKk91uiuGgwGArE5Zs4F+0NxH/N+I9jjWvNnjKsjxFP3vwp+D4cD+v3+k/3Fvox476sOvKeOq0IhRtsVP1+1tLS0tLS0tLS0tLS0tLS0fhH6JsAh1cmzfPJdP4PexMo13nz7eOEtf1v5+s/jCTgE4M/i5HACgP/rqxmd1mepVCqh0Wig1+vBsiw0m01xsHS7Xcxms4t/xyfz2bh+tVphOn1rCvM8D0EQoFar4ebmRgryr169wnA4zEVUJUkixccitMmyDPP5HEmSIAxDeJ6H4/GI0ejUjqrVaknxtRgBNplMxHEDnArSy+VSYskoNlBnf6If/OAHOVDAcapuGcISz/NyxwLeRtMxws4wDBwOB7x69ersifcoiuD7Pl69eoXRaCTRbYzM4hP6juNIkZ0xS4RZjuPkHF/AqUhPl5BpmjL34/FYmrpzXuhGIIBi36LxeIwkSaRQS4eBaZrS84c9XthjJAzDM1CXpimWyyU+/vhjPD4+noECzhkL3q7rXjwO15jAhkXs1Wol+ykMw5zzhj1wCK12ux0GgwEmk4n8br1eS28XtahP50IURQJ5AAggYnSZ53lnEXiXRMjBAjsdICzuE7ZwjzDiTY0LLK4v47NUZxbnkz1X0jTFYDDAZrO5OKfACbj2+3386Ec/OlsfNVJtPp8LNKAzpRgfB7x1/0yn04sRlGmawjRNWZt2uw3XdTGZTOA4jsRUbrdb6TmkznnRicV7knuBMXeqC4zwNssyxHGcg1uPj48CXNU4ROC0f1XXk+pg4Z4htKErRoWE5XIZjUYDvu/nYtVU8KH2nVIBIcEjr4cAhmu03+9z0XqEX+peYA82vniNwAm6MzJOnStGzdEFqbrNuBYET59X6tiKn5nA21hAHptjufQvx0Eo32g0xBGppaWlpaWlpaWlpaWlpaWl9U3QNwEO/dPK13/0NZ3jr+Ctc+j3L/z+/wAwA1AD8M8ZhvHvZpcfLf4d5ev/8ascoNa7FYYhSqUSgiDA8XjEcDiU/iuXREeE67rYbrcYj8dSMKVrhMXpTqeDUqmE+XwuYIgFTkKKMAwRxzGq1XxLKgIoy7LEEcNePJZlSYGXPWcYwcUn+sfjsQCQNE0xn89zT86zKB3HMdbrNSaTCSaTSc4dRCCSpqk8oc7zqIVIXjcjnlgAZ3H77u5OnAcs+FuWhfV6jR/84AdYLBZyXp4TeBvXxr4utm0jiiJx5FiWhXq9LsVW3/cFOHEtu90u5vO5FHJZ1FX7grAnEKEFo8QIWg6Hg8CFdrstYKjZbKLT6eTmgy6K1WqF+XyObreLbrd7Bgm4BoR1dCvRlTGbzWS+1H8vyTRNiZ3LsgxJkmC32wns2u126PV64lijE4duGMIGOnFKpRLq9TqiKBJXBX/HiLdqtYpmswngBNgYs/Yu0QnE9SW04prQQWdZlgCHzWaTuxfDMJR+UXEcS6GfoC4IAjiOI64kNYJNXf/NZvNkbxi+j84dRgCyKM+xM7KMUM51XVxdXcEwDLx+/RrNZlPmmcehi0W9F+7v7yVikuvB/jlBEMieUAEbnSV0B6lAl44YQg5CZa4jIZwKdfgzQhF+jtCtpQJEgkPVdUMwxGsgRCM852cZYSsjGFUYyRcByWKxEEjM99GZxDlV3TyMPyTA9DxPwJTqxOF9zv2lOo7o0OLnC/cef3ZJXC/1Ggjf+PNLYjQd4zy/iAzDQL1el/8OaGlpaWlpaWlpaWlpaWlpaX2TZPys8SpPHtgwfgfA38yybPOO9/w1AP/Bm29fAPggy7KD8vvfBPC/v/n2b2RZ9juFv/8OgDjLsv/vHef4CwD+ewAWgA2AP5Nl2cOF9/1bAP7NN9/+9SzL/r3C7/8cgP8TJ6D2+1mW/eZT5/xZZBjGMwB3AHB3d4dnz559Haf5pVSWZZjNZhgOh0/2guAT6IPBQBqJq6rVagJ4oihCu92GYRiYTCZ48eKFPH1PJwn/ptFo5BwNdGMwTo1aLpeYzWbwfR9hGApAOBwOaDQauRgxxrEBJ8g0m81QLpelh5LjOKjX6zBNUxw7HBOfzCeQYe8lRqepIrxhYVntsUGp8Izi3zAijuclTFIjtNiLRp1f4OT2aLfb4h7ik/Pz+Ry9Xk8i6li0ZmFdBRgsVhOyMd7MMAz5Od1dzWYTt7e3UsSNoghXV1cATkArSRKsVivpD8L+RXQlEQryXxbOOQYWvwlqVIeI6hQp/o7HORwO4jYhqNhut5hMJhiNRtKnhXPBQrra26RSqaBer4vbbTQa5RwyjPdiDFlRBIKEDhwnXWucC4p7jUX+IAgkKoxQRd1rcRwLjCEYYq8vunYOh4NEB/IcKuDhGnMu1bHw+rhPCILpKuOL8MK2bdTrdVQqFbRaLURRhM1mg4eHh9w9oAKpzWYjPZZ4ruVyKWvBPcH5UGGrCkFUZ5F6PQQonDM6lBibWXT6qC8VPhJgqU6e4u8AyD2yXq/FFaTuS/aeonNJ3U/Fnka8NjVCkK4iAki+j66nS/+fQdBKRxkhKaM2F4uFRFcW+8OpTrFipBzHp947/JfXrH7Nay++eM97nifX/tTr0u8B5CIVtbS0tLS0tLS0tLS0tLS0tH4W3d/f4/nz5/z2eZZl9z/rMb9OOPQCQIATmPnbAD7BKTYuAPAbAP4ygH/wzdt3AH4ry7K/VTjGb+LdcIi//wMA/zOAPwTQx8kl9F0Af+nNi9WtfyXLsv/oifEGAP4ugO+/+dHvAvibANYA/hEA/xqA6pvv/4Esy/7w883EF5OGQ5e1XC4xGAwuxn0Bp2KgbdtYr9fo9/tnv+cT3GrPoFarBQAYDAb49NNPsVwuxS2UJIk4PZrNpsShmaYpBe9ut5uDJrPZDKvVShwTjJozTVOK01Qx4o5P7N/c3Mj7PM9DGIa4v7/HZDIRBwljxhgx1el0zvr4sGht2zam0+k7o5Xm87k4IigWp9U+TnRJZVkmRdlyuYz9fo9yuYw4jqXQXalU0Ol0xKHBYvt0OsVoNEKSJGcwqPhZREBGoEbQx6I3oQF7sLRaLXHJACeo1263MZ1OMZvNxI3DqLQkSSTu6tLnoO/7aDQaiKJIirxfJhIqyzKs12uJx6JrZrVaYTweYzabYblc4ng8ihOEBfosyySer1KpwPd9dDodeJ6H3W6HyWQiRfLj8YjFYiGRZAQxqizLgud5cBxH9vpsNpN14b5SIYwKCuI4lt8R4NDNFIYhGo0GbNvG7e0tgiA4Oz/jz0ajkcAF/quCBwDS90YFQeo+sW0btm1L5BhhEN9H5xvf12q1xKE1mUwElqo9c/g19wndXXQSEXYQPFSrVVmrYlyaOna6XRgZt1qtBPixVxBBFmGcYRgIw1AiFwkL1QhKjk2NQeNxVBBCkKdGsmVZJs4dvo97tQjfVWcc54ouHrq31M/mohNH/ZwkfOHf8ji8v9SIPV6fGsfJiEDP83IuS1Xcj57nSRwkY/3UVzHeTktLS0tLS0tLS0tLS0tLS+ubqq8DDn3dsXJ1AP/im9dTugfwzxfB0BfUn3vzekoJgL+WZdnvPvWGLMsWhmH8FoD/BcAHOEXR/ZXC2+YA/vLXBYa0Lqvf7+f6aVB0GDA2ajgc5mAGValU0Gg0xAnTarUQxzGOxyO63S5evHghsWyMR6LboNFoSPEwjmM0m03MZjM8Pr5tXcV4uP1+j0ajgf1+j16vhyzL4LouoijKFSB3ux2SJBF4w55J7XZbwBB79Pz0pz/FcDiUYvxmsxHHTBAEaDabuSfTS6USoihCEASYTqcYDAbvnNvVanUGhhiBpwKTw+GA9XotvXyCIIBpmliv12g0Gmg2mzL2LMsQRRHK5TIeHh4kEooQhEXtS0CGoKFWqwncYGGc7qMkSWQ+WcS+vr5GFEVynDAMUa/X8erVK7x+/VocHLwuNRaveP5qtYrb29uzdfsiUt05hAPsvzSdTnF/f48kScRVQgDDIvlut5N+JYRkURQJgDMMA7vdDu12G4fDAdPpVCLKms1mrmBeqVTEVbbdbrFYLDAYDKTQr0JMALLPCKo8z0Mcx4jjWOZxu91KDx/GMzK2rdPp5HpLAad7ZDAY4PHxEev1OgeD1PcQFtAJVgR3pmmKO03tS0WQyf3gOI448GzbFkcVe1qpoIngQ33xvCosIuCgC6VSqUgEXLGfEpAHIdThcECSJAKsjscjkiSBYRjSbyrLMnHV0PGjrjmdUmo8G8daqVQQRRE8z4NpmrIPCa/orDRNU3qYqRGNhLbqtapgR3XU8ZxFp1ARuPB7Qh3OQ9HFQyjGNVSdjPz7crkse42OJ0bshWGIWq0m0Y1aWlpaWlpaWlpaWlpaWlpaWu/W1wmH/lEA/xhOrptfA3AFoIFTtFsPJ5fP7wH4b7MsS77kOf5fAP8sTmDozwK4BtDE6bomAD4E8L8B+M+yLDu3kxSUZdlPDMP4+wD8yzj1QvozOMXR3eEEjf7DLMtefsmxan1JVatVTCYTKR4yWowN78vlMsbjsUQcqSLkqVar8qLz5NWrV7i7uxPIxIg3z/PQbDalz5Fpmuh0OnAcB/1+X2AO8DYeC4AAGRY32VuFbhPTNBGGIcbjMVqtFrIsE6gUx3HOndTpdPDjH/8YvV4v12+Drg8WyHnsSqWCOI5Rq9WQJAkeHh4+s7fMdrsV9xKjlzh+Og/oCDAMA7e3t7i6uoLrulgsFpjP52i329I7ZrFYIE1ThGEovXiWy6U4hZ6KAuQ6xXEsRV/G7B2PR7leQhDKcRxsNhvpb0MFQYBqtYoXL17g9evXmM1msjfYn4Vzw34jjLS6urpCHMfvdAgRDNCtQkcIC+Xb7VagASOp2IdqMpmIm4Tv4/qpEVy1Wg1hGEqsVRRFuLm5ge/7WK1W6Pf7qFQquahBFYLy2uh6Wq1WAoSAU6F/uVxiMpkIxFLXh86LdruNcrmM5XIpMV+Hw0H6VhmGIS6lZrOJer0uc8cotsFggH6//6Trj6CDkEx1uXGOCagsy8JsNkO32831IeKa0O3F3mSbzQbL5RLb7VbcY6pbiK4bte8X14UxehThCGE0e1gR8NBNp+4Tisc5HA7ymcCYN/5+u92Ku4VjopuMx7NtG9vtNhdnSbDCXkuEe+r1lMtl6UOmxuKxL1ulUsF4PM5FrKkRidvtVvpKce/SacV1KjqFeF85jiPnUOMW1TUvgiFVlUpFjnFzc4MwDGVP8DOd8ExLS0tLS0tLS0tLS0tLS0tL6/Pra4uV0/py0rFy51qv1/j4448xHo/laXwWzvf7PUaj0VlRkQ6h58+fo1qt5tw1h8MBn376KR4eHqSAzQKs7/u4urqSXi10Cx2PR3E9UNvtFuPxWAqealE7jmMBA4ZhSDzZw8ODHIM9h6rVKmq1GoBTIfT29hY//vGP8fj4mHND2LaNWq2Ger0uT8ar8Ot4PKLf7585gSjXdWUujscjXr9+DQASa/X4+CgOBhaDWTynkybLMunn5LpurgeKaZpoNBo4Ho+Yz+eYTCZnDiRVdJzU63VxCVUqFeljw/4n3APj8RgABJhMJhNxZrEw7Ps+SqUSer0eer1ebi4OhwO22y0MwxCoQycF4QZj8dSeNQRmLFCrbpTtdovVapVbJxb1d7sdFouF9PEBTsV6zqsajUcXRblcllhCusN838ezZ89gmiYGgwHG4zGSJMF8Ppe55z7g8TzPQxAEmM1mOYcUo+eGw6FEyFGEHr7vi0OJrji6eFjw51px7a6vr+F5Hvb7PRaLBUajkYCnovuHXxMyqJCHc8D5p1MNgFwzXTD8PdeRMYx05tH9RHB5ya1EqEdQwRcAgRh8H0Ex51HdRyqkZd8vAhYCw91uJz+jE4+ReIQ1dAPRYcPoOTVij9BU7QNFgErHler+obOGY7QsKweWDcMQVyB7IXFdTNOUOSGkViPmOEa1zw7XgvcIHX8EX9wDjKfj5yhdU2qfIO7jMAwlPtP3ffi+f+ZO09LS0tLS0tLS0tLS0tLS0vrTrF/GWDktrZ9Z+/1enjoPggCe50kfGwIj4G0h1XVdvP/++zk3CbXb7fDxxx+LI4duIQBSgCQgUHu73N/f5+BPkiQYjUbyBLxaRK7X61LcDcNQehb1+30BQ4zyYhwS//b6+ho/+tGP8PLly5wTqlwuo16vo16viwsgjmMpnM/nc/T7/YtP3jNqjBCF8VqMrBoMBhgMBlIAVyP8PM/D7e0t9vs9+v2+AJpqtXrmNHEcB8Ph8AxIqNfAYnEURRKZ5vu+9IKZTqeyjsDbfj2TySTnFBsOh2dgiD+fTqdIkkSADAvRwAkeqRDE931EUYTr6+sz58dqtcLj46PMS5qm4lBLkkTAl+qGUKO26JS51KuF61IqleD7vkRkcf8GQQDLsuA4Dm5vb1EqlfD4+IjxeHzWQ4rOIsKKer2OzWaDXq8H4C2QSpLkzGHHueD5CaOyLBMQw2vkmnC9GV9Yr9exWq3w4sULcWnR8aJGw/Fe2e12Ai94XxPwcLx0nhiGIbBjt9vJvVl05fi+j+PxKHGO5XJZwAP7Sql7gcdX3TBpmubWhm4YghmOkZBGjZsjCCFoIeihE4xuPAC5CDzeAxwbnY2Eo2o8GvsgEaBx33DvbTYbATrsBcZ9x88d3n+MzqS7j/OuAiM6AgmKuO50d9m2nbtf2JOq2WzK/cJ54xjp1GMvKACYTqd4/vy5gCnCVNd1BXq+//770t9JS0tLS0tLS0tLS0tLS0tLS+urkYZDWt948Snxq6srKV4y1ozODz6ZTucNnSiqNpsN/uRP/kR6E6mxa3Ec4/r6WuLZWOBcr9d4eHjIxXHN53MMBgMpclJqrJfjOGi32zIOOmkASEQXQRKLps1mEx9++CFevnyZczgYhoFOp4M4jhFFUQ4+sb/RpV5LnLurq6uc44GOqSRJBPgcj0cpbvOcrVYLjUYDo9FIiuzsM0Px73gsNTqM7glCIYIw9r9hcZs9cFTgwaiu5XIpPYw8zxOYxR48wFtHCV0NLDCr/VFM05SYP+4nzjldV6vVShwQXGPG0NE1oUZpqSIMofuBbgqKLg/OLfsJeZ4nECIIAtRqNYEFvu/j5uYGx+MRL168QL/fz8FMAOKqYLwbcOrRxaL+ZrM5i01UgRBhB2FZlmWYzWbS24bgRI3sCsMQruvCMAyMx2O8ePEit+50r6g9lQgp1PUg/AEg80ooQTDgOA4OhwMMwzhzitDJRBBCkLBerzEYDLBcLnNOP849r1XdK3QAHQ6Hs2g43ueMkCMoY2wdr5fvo9uGzpf1ei3HJLQkxHMcR0AKnVfs80R4GASBrB9da/w73mPT6VTi8Ajf1Gumm4euwyzLBHDyPVy7w+Eg806IR7cTI+oYT8drjKJIIidVcbzcb5wf4C18pWuSe77VauH29jZ3DC0tLS0tLS0tLS0tLS0tLS2tr146Vu4bJh0rd1n39/dYrVYCDdgrQy0Y27aN29vbsyIyC94//OEPJSKLoqum3W7Dtm1xCwGn4uXDw4MU+elMmEwm0vBdPTcLr61WS9xAu90Ok8kEs9lMCrKERK1WS+CS53n49NNPxe2h6vnz5+h0OmfF1+l0KgCjqFKphHa7nSu8ZlmGx8dHzGYzDIdDiV0rlUpwXVeeyrcsC8+ePYPjOBgMBuIEUR0bh8MBm81GisYsqjPmS43aIxRSygAAIABJREFUIii7ubkRqACcYJ3qpuJ8rVYrWSP2E2EE2Wg0QqVSgeu62Gw2WK1W0n+KRXZ1fRkNR4jC8ZumiXq9ngMBvC61N9C7+iTREcK+KZx34G20nBqZRjDBvaM6KdS9bBgGarUa2u02AEifq+JnNfsJsZ9Lt9uV+DTVtcIxEAYRchDGBEGQc4QUe7fwvGmaiquF4IjnUJ1C6/U610+J8Iuvp3rDENrQhXPJJaKOMYoicZPsdjvZ1/ycoBhBR5gShiE2mw2m06nsPa4h30d4xXtDjaXkfPJ6CBAp9gZS91aaphJfWa1WBSIT5JimKZCO10131mazwWKxEJjI33P/qL2VeO9st1uUSiWJd3NdV+ChGhWorh3haqlUyjmp6JRSPwMqlQqq1arA1iiKZJ45Trr0Lol9o4riZ4+OjNPS0tLS0tLS0tLS0tLS0tLKS8fKaX1rFUURbNvGfD6/WDQOggCdTif3u8PhgF6vh8fHR0yn01xvIeBUNO50OhLXRrcQcHL6sCcPcOovdHd3h+12iyAIckVP9gxqNBrS94WRd2rPm81mI2AoiiJpCL/b7XB3d4fZbJa7JsMw8Pz5c3zwwQeI41iK6rvdDr1e78xFoo7n6urqDHz0+328evUKvV4P0+lUCugEQ4QS19fXACC9nFiozbIM2+1Wisgsmtu2fVYENgwD1WoVnU5HwBu13+8xHA4xn88BnIrV6/Uaq9VK3DVqT5/lcok0TXNrPxqNxI3DgjqPA5wK9ARvbFqvzk8QBAKTGAFHYKC6YCg6Hggn1uu1xKVxDth3iu4LQgzVNcE14ZwRqBXXz/d9cXXRnaL2d/J9H+PxGJVK5aJDRl0vABIhSDGiz/f93L7k33FfrtdrJEmSc/1wXtUoPfalUWPo2LuJIOkpKMReQZxD1b3G/aH2uOF72W9sv99LlCDnh3PLKDj+GwQBut0uJpOJHI/gg/CMbhfg9LmigiKOSd0DnM/tdivHWq/XAokICQnywjBElmVYLpfiiOJYed21Wg2u68o90mq1ZO9zrh3HwXq9zn2uVSoV+azkviDM63a70nOK7ydY2mw2AirVdeK80y1lmiaq1ao43qIoQrPZFBj0eVw+o9EIw+Hw7Oeu6+L29vZJoKSlpaWlpaWlpaWlpaWlpaWl9dVKwyGtXwqVy2XpgVJUs9lEo9GQ7xeLBR4eHtDv96VIv1gscs6LSqWC58+fo16v4/r6OufIGY/HGAwGAE7F0cFggH6/L64DFUBFUYROp4NWqwXTNLFarc7cScAJ6LBfj+u68H1f4tAOh4PEoKnX+53vfAe/8Ru/kYMzk8kEw+HwzEXCv7m6ukIQBLmfHw4HvHz5Eh9++KE4bfj3dCJYliUOqnK5jMfHR4nzojOCkVKlUulsHijGt3U6HTQajRz4oGOBfaIYbafGuWVZJlBou92KO2c+nwu0YHGcBXfCB16X53niGDJNU/oylctlcXTN53Mp5nNsatFcFWMLGfkF5KEBXReMOUvTVBwUdKIQojC2kNdaFN1A3W73DFTRpcOeMZyjSyKgooOIfbsqlQo8z4NlWUiSRICkCoQYBcdz0yFD2KOOh1F6BC1qlKDqRFOdZNxvQRCg0Wjk+vMQMKkvumt47Vz74/GI2Wwme0N17LC3FnsLEWq9evVKHG90yDAG0rZthGGIw+GAcrn8ZI8bOnKq1aq4pdI0lftuu91K/ye1BxH3336/x3K5hGmaEodJWZaFOI4lLnK326FcLmO9Xsu6c/56vd6Za9BxHDlnuVxGu92WGDm64uha473H/kO8Z1RHGJ1TpmnC8zzpy1Wr1fD+++9LD7DPoyzL0Ov1ziA4cBnua2lpaWlpaWlpaWlpaWlpaWl9vdKxct8w6Vi5c83nc3S73bNieqlUQqfTQRAESNMU3W4Xr1+/lqftAUhPEfVvbdvGe++9h5ubm5xbKMsyDAYDTCYTHI9HzOdz9Ho9bLdb6RGjRjpdX1/jvffeg+u6WCwWGI/HUqwn/FD7vgCQyKXZbIblcgnLsgTYUI7j4Hvf+x5+9Vd/Vc633W7R7XZz7+N52Ng+jmMp2LMArUZtFWECi76+7+P9999Hp9PBeDzG3d2dzBfnj43u+f5iEZeOiKurK8RxnCsYs4fPcDjEfr+XODjCHwIJNaaLThXgLRTh14RAahQewVUYhjmIQmhI940a8ab2WVksFlJoV39HeEZnCQvkhELL5VKuY7PZyDzxuIzi8jwP19fXaDabsqcIb/i+Wq2G3W6Hx8dHbDabs8g2AKjVaqhUKmf7QJ1rXgfnUXXPsK+O6nDi93TB0OWjxsEZhpG7T9jbhm4iQjB1XxAU0RnD41UqFXEJEfyoa66uNcW+NVyLxWIhkIHnoROMjq4gCBDHMWzbRpIkeP36tdyHdIyxx1Ecx7AsC5vNRvay6ujh8Xk9fNFRRvhLSDifzzGfz7FarcR543lerncQXTa8ZkLIw+GA+Xyeu34CWvZrIlQi6OHcEx6xpxfvw+12i+FwmIufoyOLa8Hvee/w2h3HkT5TjuMI+H3KCXZJx+MRj4+PF3ujxXGMVqv1hY6npaWlpaWlpaWlpaWlpaWl9W2TjpXT+laKRWhVpmni9vYWu90OH330kbiEVDGSjGIM0rNnz/D8+fOcW4j9hGazGVarFYbDobiNHMeB53lSvLQsC9///vfRaDQEXLHYvtlsBMKoxV1GMW02G4E8nucJPKKazSZub2/xK7/yK1LsHo1G0ptHhQkEHXEcCzw6HA7Sd4QQhi4QdX7Y36XT6eC73/0u0jTF3d2duHrY24lgi24n1eXAInStVkOr1UKtVsvBgc1mI0Xy5XIp/xJI8NgswqvgzbZtKfTzZ4QJlmUhDEOBDKpDhY6tUqmEVquFzWaD2WyWi5JTtV6vMZlMxFHEvWAYBsIwFKeE+nfb7RbT6TQH2tI0ld4uPD/7sQRBgHa7jf1+j4eHBym6q2tp2za63S6Gw6FAI67D8XiUPch5uyTCC44hSRIp+hNUqi4tFZYR3NBpc8nBoY6He6j4XsIi1WWkXguBpBr/9nmdJ4RChL+q24V7yjAMNJtNXF1dATj1DZvNZrnPB4Iwxrd1Oh1Zh+985zvwfR+GYcjeDYIAjuMIHOF1EcAWXU6z2Uzi+HjOLMswHA5xPB4F2nBvl0olVKtVWJaF7Xabi6KkK43wVI1aVHsiMdaNzjO199VoNEK325X7mddKMMavDcOA7/vyWUUQqoKxosvy8+hwOODh4eHivm21WqjX61/oeFpaWlpaWlpaWlpaWlpaWlpaX400HNL6xqvRaORADwvPf/RHf3QWF0cRjAAn90e9XkcYhqjVari5uckVtNM0xcPDA4bDofQmYuHf87xcMbTdbuO73/0ukiTBT3/6U2n+ziguVSz6+r6P/X6P8XgsjplqtSpN6oGT++HZs2eo1Wp4/vw5KpUKJpMJBoPBxZg64ORCItQgEGLE13K5RJIkuSg0yvM8vPfee7i+vobneZhMJhKHB0AgAh0rcRxLXBXnX+2zpEIX1TXBXjaj0UjcPqprpVKp5ArZpmnmItOyLJNePYQbdHWwjxCdSGmayhwZhoFGoyFz0mg0LvZCobOKMIrjK5VKaDabZ72AWLin48R1XXHQsF+MCoVM05R+S4PBAI+Pj7nYNM4vIxNVUENgQkcJ92mlUpGIMsaoua6LWq0m67PZbNDr9WAYBlarFXa7nUAuXuPxeBS3Ce8fAgLVwUHYxMg0jp3jUcEIXSaEP2qPI7psvow7JE1TrNdrWWdCIc4P+2IFQYBWqyVONf4doQzHn2UZfN/Hd77zHdRqNcznc1iWhUajIdDu8fERs9lM4Ipt2zKHAARMsp8U14suHrXv0na7RZIk0vNI/eyhI9G2bfl8UN1chMw8Lz+X6PDhGvMzkRCL/bEIqwmI2eOIvZU4Vtu2EccxqtVqLsaSYDGOY3Q6nbM+Zp+l3W6H+/v7s89GOi+LEZhaWlpaWlpaWlpaWlpaWlpaWj8/6Vi5b5h0rNxlHQ4HfPTRR1LsLhYbVfFJe8ILFtcZe6YWZ/f7PT7++ONc5BILyWqDdRaTd7sdBoOBNHp/qvcPn74vlUoCIej88TwPADCbzZBlGarVKm5vb2FZFq6urmCaJvr9PpIkwXg8PrvWcrmMOI4BnNwh6/VaiuR0PqmFeapSqaDZbOL999+H67pSwE+SRKL0OL/sj6P2FmJPllqthnq9jmq1CuBtLBtjtNbrNWazGabTqYAItb9PuVwW1wnBDJ1CSZJIUZ19YxgT5jgO2u02giCQ3j6r1UpAFlWv12Wu4zg+K2gbhiGuJbqRCK8sy0K9Xs+5WTabjTiFLMuS/aRGfxmGIWtO11GtVsN0OsVoNMq5QTgfjKArgj/VnUOgUwQ2jBTjGhA6bTYbDIdDgYSEa5zPougs4u8IvQi4fN9HlmVyDSrcU8fjui4sy8odSx0Xj81/1a+Bt9FqxWg6OmcYz8f5UPsceZ6HVquF4/EoEYibzUb2AI9JsMJ7mfvdcRxEUYQ0TTGZTPDw8JCLn1NFKMT5VK+Fa2ZZlvQzIqAsl8sCQnnfEdLs93tMp9NcrB9dXQRunAu6ftSYQHWvqhGEHJfqXgIgzi7CxVqtBtd1z/YH55sOIorw8tKL4+H9+fr167M5LJVKuL29lc9BLS0tLS0tLS0tLS0tLS0tLa3P1tcRK6fh0DdMGg6dazQa4eXLlwJT3iXChjiOc0XmKIrQbrdzxejxeIyPPvpI+oCosUdBEMCyLNi2LZFgg8HgInShWKxnoTXLMiyXS6zXayns8kn9xWKBUqmEKIrQbDZRLpcFLBCwTCaTs+t1XVca1DOui32B6JRiwZrFWsdxUK1W0Ww2YRhGrqC8Wq0EfDByjM4M9iJh/FYQBFLUZWGdUGi9XmO9XuccS8Bb1wcL/8VeJqZpynsIhYqgoFKpoFar5XodWZYl0X+qwjAUiBMEQa7gHccxfN9Hv9/HaDQ6g2iu6yKOY/mb7XaLh4cHDAaDnFNEBROEKXRWmaaJKIpwPB4FuFHH41EcMJVKBYZhiLOLRX2uKdeZDqFyuQzLsuTv6LKaTCYCuna7nQAcwzDE0UJHCaX2dlL3SBAEApvooOr3+5hOp2fuM+53wicel/cW4xJ5HBWkFOEQr9EwjJwbieek26kIhS3LQrVahWEY4ubi33K+2Idnu92Ky+rZs2eyR9k/arFYiIOO/aTeJfYh4rk53iLY47+8Nq6v53kSI8fPnWJ/KfYnU2Ei56so9e+At1F+l8btuq6AXt6DvB7+S3D7VYsOSdu2v/Jja2lpaWlpaWlpaWlpaWlpaf1plu45pPWtFAHGU6pUKmi1WrAs62JRt9FooNlsyveLxQKPj4/SoH65XOaK/XRNEEiwR9BTsm0b1WpVYpo8z0OlUkG3280BCBbP2cMnDENEUYQsy8S5wvEVoQehDgv7hBR0JgCnYjLfq0Ze1Wo1mRs1smy5XEpBnL18XNcV1xCPE0URLMvC8+fPkWUZer0eptOpuJbUWDc6LoBTwZoghCDB8zyZqzRNpbBejHCjPM9DGIa52K4gCPDq1auz5vau62K/3yMIgrPic7vdxvF4xB//8R+f/R1wgoFhGGK/32O9XmM8HkvMHsEK+xcBJ/cE+7MQEoRhCNd1BZZRhF90rtDFQgeOGkEWBIFAQgKToug26na7AgUYbZimac4ZQpeWYRjwPE8cWgRMjE00TRObzQaLxULi3168eJFbT6pUKgkUUnsOsUdUcQx02hT7GGVZlnM8Fe/dw+Eg0FYFHbymLMsEGBPOEHYBJ7jHfcweOvV6HYPBAPv9HrZtY7FYYL1eY7FYiOtJHYfal4fwjqCHjibVmaZCrv1+j0qlkgNr7N2VZZm4DwnqCAoZR8m12u12sG0brVYLjuPI9RLoJkki134pRlLdr7VaTV5cv68DAl2Sbdu4vb198l7X0tLS0tLS0tLS0tLS0tLS0vr5SjuHvmHSzqFz7XY7/MEf/EHO5UFI0Ol00G63L7pIgHzD8+VyieFwiNlshtFoJE3j1WM2m01EUSQOltFo9KRbiPFbhEmMaqPT6dLfmaaJ3W6HWq2GarUqsWiEV5PJRCACcCrqEh4QXhDCFGEM3SQsxAdBgFqtJk4ctQi8WCwwGAywWq3ETcB+Kyz4E44BQLVaFXhAIMT4KxV8UJZlydgcx0Gj0ZDxZ1kmvZqeKkwz7kotJDuOA8/z8JOf/CQHXwDkHFKqs+JwOMB1XSRJkus9o4ruE7pJttutuJ3oBGHvF45NjWljvxo6ujjfBE3F+EG13w8dPo7jCPAoim4a7gXCvN1uJyBjv99jv9+Lu4hzEkUR4jiG53kyFtd1c6AoSRIkSQLP8+D7PobDIXq93tk46OJiTN2l+L9yuSwghfNFoMIIO0ajPXVfESouFguZOzpmiv2YCHTUn/N7dZ3olttsNgK3OGfcS8W9UalUcHV1BcdxZH/vdrtcdCOvQb2/1L5D6r3He4xzxXtBPQ7dh6p7L4oiiaRTo+IIXm3bxnQ6zbnIuI/4mcB9oILWop5yd3G9fhZ5noebm5snz62lpaWlpaWlpaWlpaWlpaWl9W7pWLlvgTQcuqwPP/wQvV5PIuNubm4QhiEA4OHh4axvCwB0Oh2BI69fv8ZisRBIsFwucw4BPtWuRmCNx2Mpsu52OykQh2GITqeDKIpQq9VgGAaWyyXm8zmWy2Xu7yjDMOD7PpIkQRzH4npI0xStVgvAKT6PRVgWsLfbrRRUD4eDOA5Y0GYRnC4Ajo+OpEtF3clkIq4TxlupUW4sJrOQzQg5gg8gH5FGqXCK/Xyq1SoqlYrEgbmue9YjSFW5XJYeKHRheZ6HcrmMyWSCly9fylpzLASFdD0BJ9cIgUelUsFyuZRz0HlxOBykCE/XBaPyeN0s3Ks9b3gMukpUJxDPz38JVOhkUmEYnVpPuTc4j6Zpol6vSz8hFTgRQtEJQ+eMaZq4ubmB67rSU8l1XYk83Gw2WK1W2G634mJL0xR3d3dn9xIdP3yf4zgCEtUIQRUWFuePvyvOD+81wjK66OhGK86ZCl3Usan7R43TY18b3jtZlglko/umeDw6EW9vbwVIzudz3N3dYTweCzDkvNNRpDoEOWYCNDrl6ATiXKiusTAMpUdWqVSC67qo1Wo5oMLPIcJQutlU0EY3E3tOXV1dCeS6BIBUEPSU1LV86qXOgzqeWq2Gdrt9tlZaWlpaWlpaWlpaWlpaWlpaWp9fGg59C6Th0GWxJ0ir1YLrugBOT7Q/PDycuUgMw8D19TWCIAAAiUFbLpfo9/vSWwc4FZNZlN3tdqhWq+IOoNjLxXEc3N7ewvd9cTeoDpjdbie9c+i+YeG30+lIhNRisRDQRIijno99RpIkyRVuCTyOx6PExtFZw0J4GIa5YndR3W4Xo9EIrutKfBhBB3sL0S1E4DGfz3NQiMV7xs8RTrFXCeGPGiWWpilM03wSCjGWrdlswvd9+L4Px3FwOBzw6aefotfrYT6fX4SAYRiK04sgJE1ThGGYgznsW0NwVa/Xc+tRdGJx7cvlsjiD+HvbtuF5ngAlumV2u13uGh3Hge/7ueOy9w0hBa+fUW0EVnTCMf7vcDjkroeAgvF/dM9YloXr62u5T6jD4ZCLIVMjB0ejEV6/fp0bu2VZ4nJ6/vx5rtcUnTOMkVN773Cf8Fhq3yTeEwQo/JeOOAIrHpNOpCIUKu4d9rHiPHIOj8djbs3VPkFcE96jdO1cXV2hWq3K+QgMGYPIvlrqPaHCIN5LvB+4VgSQBGWcH+4R9tSi40uNRuQ1EAqlaYrpdJqDs4SxjG28uroSOPaLEAGRdgtpaWlpaWlpaWlpaWlpaWlp/ezSPYe0vrVifBt1OBxwf39/FmdmGIYAHODkxmGU3GAwyBWEGa1VLpeRpimiKMJ8Ps/1pGFBuNlsot1uC8hhgR04FeqXy+XZWIBTH6CrqysAEJhEeZ4nEWYABNiwZw0L3mmaSl8kOn1YbCdkUIvhl3Q4HPD4+IjdbocwDHNP8dMtVKvVBD4wukx16Ww2G6zXa3HM0KXC4i8dA3Rt8O+SJJG+LUXRpUGYRxiQJAkeHh6k7406FnWt6UxS3SZ0H7Ewz9i0w+Eg1+o4DsbjsRTpi04VgoYgCBDHscwX+8Hs93uMRiNxzhSj48rlsriKCCYcx5GfEay5rnvWk2e322E6nWK9XqPb7cpeU10mah8nuswcx4FpmuK8AnAGMTm2er0uPZo+/fRTAVGED6VSCavVClEU4fr6Gvv9HuPxGIvFQhwzwNt+TLxn1Hg1wjTCIAIjFfLQkUIXD90nPBahCvdYcd9yLvg1gQphHWPW+D4677Isk3uG6+B5HprNJmzbxmq1knlbr9e5a+ZnB/sk8dgcBwBZG67P4XDAfD7PHYdgtVqtilMuDEMEQZDbC3QPEljRpaiCRUIhri3B5y9SGgppaWlpaWlpaWlpaWlpaWlpfbOl4ZDWL512ux3u7++lyEqVSiU8e/ZMCuPj8RiffPIJ5vM55vO5FJ35hD6L7XEcwzRNjMfjHOChG6XRaAhMKJ7zeDxiuVzmfk4wwMbv6/Uak8kkBw8YRUZHTRAE2Gw2GAwG2O/3Uize7/dYLBbiJlCBAs/ped5ZIZguGkKLJEkkqkoV3RJ0GGRZhul0KsV6FrPpFCr2m+F5OaeLxSLnFloulxILB0BcLo7joF6v4+bmBpZl4XA4YLlcYrlcYrVaYb/fYzgcijul2E+KvW94Ds5tpVJBEATiDqG7gs4QQivCDMagcS5Y1GfUm+/74mChu0ON9VPXk/uLkIbX67qugCHbtgVQEVbQqcaiP69fjfHjvqIzhaCUMIfzS8fVcrnEZrPJ7Wf+HddqPp/j/v5e4vUYF0cQ1263YZqmRM0xms2yLNlzjGek44VxcuxDRFeZ2r9JhUXsv8OxqsCVe4UQV42FU2MU6aJjT6Msy2TvEqBy/na7nawB5457mn21+v2+AMoi8GUcnGmaaLfbsG1b3GoAckCoUqnIXHe7Xfk9nUKWZUl/M8JZADInnFeOf7/fYzKZyH1fXE/P82RMWlpaWlpaWlpaWlpaWlpaWlpanyUNh7R+qbTdbqWgrapSqeDZs2ewbRtpmuLx8RGffPIJ0jSVSCjgVLhnPFOj0UAURTgejxgMBnJMFooZ5cXIOABSlE7TVPp9sKCtRr2xYDsYDM6isPb7vThuoihCuVzGcDjEYrFAuVyG53nSF4Z9c1zXRRAEqFQqEr9Vq9UEQjBijHFZu91OIBIjwIp9RcIwzIGbNE0xGAwkXo0RWIxKYyFadQSwD83hcMBoNMpd42KxQBAEqFarublxHAetVkui09jPSP3b4XCIw+GQ62tESEMQw8I9gQmL/XRbbDYbgX8EEcXeLIfDQdxXnHs6QBhXx2J/EAQYDoeYz+fi5iCIUp1BBCR0o3C+GJ223W4xmUxkfTnXhCfcb+q+ocMNOMHANE2lhxD7DvH+UJ1v3GeWZcnapWmK+/t7zOdzAUI8xnQ6BXCKO5zNZjlApTqfOHbudbqneI/Q2US4RxhGJxUdSIRCvF5eP+EKY922263AOR4/DEOEYZjbj7yG4/EoEYvA20g9utrYf0d1ddEtV3T4AZB5I9jhOR3HQRRFcF1XACdwgnSmaWI6neLh4UF6GxGortdrlMtlLBYLRFEEALloSVXH4xGLxUKOTfcaP2PK5TJarZbAJS0tLS0tLS0tLS0tLS0tLS0trc8j3XPoGybdc+hprddr3N/fn8WTmaaJZ8+eoVKpYDKZoNfrodfrSVGVhXfgbWGVPVm22600mWc8F6Pj6FxQz9NsNqU4Ph6PxcnDQjj7wmw2G+nHQjGajY4Bz/OwWCwwGAyk+E2HRJIkSNNUCuKmaWKz2eB4PKJWq4ljgSCEhfmiw2U2m53BqVKphE6nI7Bot9thuVyi2+1KDBjHy35KYRiKiwY4FcUJT3a7HYbDoTixGGXWaDRQq9Xkb+h0YGRZ0YXFsbAvVNHF1Wg0BK5Uq1UAkJ4yXDvgBEQItoC3EXn8nWma4s5QI/UI3+iOUdetUqlgNBrlwIs6nwQEdEQxem44HOLly5cYjUYCWrhP6MThMbhH1egxtS+P67qI4xiGYcj+UOPlWq2WRJypUWyq1us1er2eHJ/jIGxjJB1jDLmnGPmnQhbbtmUeed5qtSpAiL29CMjSNBUYxsg3OtTUdaarj9CNc1AqleA4DuI4lr1IYFgulyVakN/T/TWZTLBcLmWMBKlZliGKItRqtVyMHNeB10bwSEBHdxDvec4TnWcEo7PZLAcwCcjY56wYIXdJvIfTND2DQsAJ8BK0amlpaWlpaWlpaWlpaWlpaWn96ZXuOaT1rdVqtcLj4+MZGLJtGzc3N1itVhiNRtjtduLWIYBgsbpWq0nD+UqlgtVqJX1n2NuHvWfYQ4QyDEP6eLAHSbvdlvcQiPi+L3FSVJqm2O12mEwmiKIIURQhTVM8PDxgPp+jVCpJjxzG1FmWhTAMYVmW9CUyDEOA0ng8PpsHRoplWSbOlKJ830er1cJ8PpdiuuqA4vWwN4tpmoiiSHrL2LYt4+K8bDYb1Go1WJaFJEmwXC7RbDZzMVlJksD3fczn83eusdpHitFxlmXBtm2MRiOBDev1WiADoYxlWahWq1itVgJeGCdoGIYAnCRJUKlUJPaPTi3CD+4DOpcIli7JdV3UajWEYSjQguBwMpng/v4es9lMxlR0vLHIz33NvQpAejq5rourqytxBRFQqVF2z549Q7VaPQMNhBelUgmTyQT9fj8HLLk+WZah1WrhcDjkHCx0HDGm73g8ol6vC4xR+14FQYDlcimxdFw7riUj3Tgu3nOu6+YgmGEYudg4zgV7cjHSkD12NpsNptOprDMdWOv1GovFQoCtOv/lclkA6WQykdg8rgXBFmGVel9sNpudji2pAAAgAElEQVTc7xkjqIIiXjOQ72FFyBlFkcxNERiqL64d4SzX17IsXF1dSRyklpaWlpaWlpaWlpaWlpaWlpbWF5V2Dn3DpJ1D51osFnj9+vWZA4aggvFvx+MRw+FQ4rvW67UUfBuNBkzTRKvVkri32Wwmrgu6W1QHh6pGo4Fms4ntdovtdpsr6tN1EMfxxSf4GXHGyLLRaIRer4c0TaX4zkL/er2G53nST4funePxKFFYqlRnEc9FJxQAuT5GerEYzrlcr9fS3F6NqFuv1wI+fN+XiLogCCQuzbIsPDw8iDOLPZtc10W9XgfwNl4uiqInHRK73Q6j0QjD4TAHhBh1VqlUBPLQ+aFefxRF4vrhGA6Hg/Q/sm0b19fXMvcAUK1WJQLucDjAsiwsl0uJ/6J7i3F6RdEt1G63JZpQ7ZdEmMm9eUnstcQoNcIp27ZzkXSu68re6Pf7cjyOk44UOtgIWggMTdPE4+PjWVQa14d9gVarlfTsybIMjuNIbB0A6YNV7GXEeLv5fC5AgzCEbh/eV4RHRbcbgRDXhj+jY+iSC6oYQ8e9Szi1Xq/PIC9wiuXrdDri7lHhH6PuTNOUY7NHEcUYOjXqTx1T0fWmzhPdXUUYpLqd1BedRqr7rl6vC6jW0tLS0tLS0tLS0tLS0tLS0vp2SDuHtL6VUvueAJCv2SOHP2Oz9s1mIz1sLMuSaDPP8zCdTjEejyV+TYUtlmWJ64ByHAc3Nze4vb1Ft9uVKDJCIbp8Go3GWbGWRXY6gzabDV6+fClFejp9AEgDeo6Jbo7VaiWFf0qNjlMj4NgLh+CGRW1GeZVKJSwWC3n/arWS71mYp8spjmNcX1/nCvWdTgdhGAI4FeHv7u5k3KPRSMAGe6ioxypCLQCyToQFhCz7/R7j8VjiyujmUp0lhmGg2WyiXq9LsX00GmG/3wtkoRurXq8jSRJMJhMBKYvFQlxMYRhiNptJ1Nh2uxV3EePrVPm+j+vra+lvdH9/L9dAd89gMLjo3AJOwC4MQ6RpKn2OGAOo9r2iM4rAif2AjsdjrocNY+gYt+d5nsCtxWIhEXTcj9zjx+MRtm1LhBwBVaVSQRRFcmzGsXG9eP+p9xDvQx6H+41xdLZtY7FYwLZtcUa5rpuLwDMMI7enuS+jKMJ2u80BleVyiSRJJH7ONE1ZO8Jb27bP9l273Ybv++h2u0iSRODbfr8XAMnr4F5R140g7dJ+zrJM4JfqBgKAWq2GKIrE2UTH0VPxf5fkeR7a7XYu6lJLS0tLS0tLS0tLS0tLS0tLS+vLSsMhrW+8Wq0W0jTFfD6XArrv+zlHxnQ6xWazkT48LNwTDBmGkYMnRZBTrVYFmNAx4TgOqtUqOp2OAAAVCtFVEgTBRUfPfr8XV0K325W4O/beUd0+dIDwOGmaYrVaiRsEOBXKgyCQ99HBUC6XMZ/PEQTBWVN69gwyTTMHF+bz/5+9N4uVLc/OvL49xx5jjjjTHTKzbmY5qyqrhbEfsIRBbdRqAy0wDRISCAOWmkd4AcEL4oUXeEEgJGRaYBANsgSNoelWg1C1kGkJd7u67Kq8lZl1h3PPGHFiHvcQe+Ahcq3c+5x7s4bMW3WzvX7S0T1DxJ4jH/6//L61xHq95hkqdD1UVcXR0RE6nQ4vWmuahuPjYxZURVHg+vqaEyRU92YYxp1EQ7lej95LlXVUoTabzXghnSQHzWWhOja6JsA+MdZqtTjtA+xFEy28k3xbr9ewLIuTUkEQQFEU3o6qqmi1WjyXikQMJTnKNW0kRHq9HhzH4RpDkhG0zTiOMRqN7qSFqCaw0+mgVqshDEOYpsl1ePP5HEmScAXZZrOpbDNJkkptGVWyla813dftdsvzgEhUlMnznKVUlmUsKqg+zbZtfm5rtRqLqdvSlBJNJNLo+Ona0kwq0zR5Xhal2uiZo7o3y7IqFWmO4yAIAty7dw++72O322EymWA0GmE+n6NWq0HXdYRhyNWIJKRuP3PAXuwcHx9zokvXdTSbTSRJgul0iu12W5ktRJ85ADwbiNJQ5XOke6FpGifVyrOKNE1Du91+qWT8SdE0Dd1u985nWxAEQRAEQRAEQRAEQRC+CCKHhDcekimXl5dI05T/D3yC0hFUL0Wzb4Ig4AVcEjU0X6YMzYrZbDaV9+i6jk6ng/Pzc06TrFYrXiRvNpt3Zn7QwHhKvkRRhPPzc04y0awUVVU58UEL0gTV0FFqh+rcynVjVOW1WCwwGo1emloqz8yhtAbNlCGB4Ps+zzUCwPNQyrNNjo+POVkEADc3N1iv11iv1zyfhkQLVYCVj4cEAu2DhEV5dgvdH5opFAQBJ4EISm3QfCOq9lqtVqjValwlVq6jS5IEuq5X7iudV7PZZOFYPj5KelG1GFX6OY7D823Kx0Vst9uKACRpQPONjo6OeGYVCYw8z7lmkJ6B2WyGPM9ZNFBVG22X0i70zN4WQJReonk5dE50byitVp4xRc8mAJ6dVRQFizOC0kKUKionhei5oyq2NE2hqirPXNputyyLaFtpmsLzPE65UfKpXq/zbDA6fhIzJIop6UWfI5I6qqrCcRw+H8/z0Gg0uMrR8zykaYrRaMRpIdM0OclE18xxHBweHrLIfdVXkiT45JNP+HjKaaCX/TfiVdAsJapVLH9JhZwgCIIgCIIgCIIgCILwZSNySHjjubm5wWw2u1M5BYCFQL1e5+HzJHlocZ5qs27XyNm2jbfeegtBEODi4qKyiKsoCrrdLq6vrxHHMc8yAvaLuO12uyJMPM9Du91GFEW4ubnhRf/BYMAyyXEc1Go1ZFmGKIp4ob6cTqG5L77vw3VdeJ7HNVb9fp/TA2ma4urqCpvNho8hy7JKrRalaogkSTix02q1WABQNV63263M13EcB0dHR5Xaq8lkgtlshvl8zgkdqngjyVWr1TCfzxHHMde3xXEM3/f5XEnIpGnKM5VoRo5pmnwNgc/qvGq1GrrdLr+mKAoWSDT3iUQYzccpyzjCdV0EQYDlconZbMaJE5oJ1Ww2OYFUFAVM0+TauJdBlX7L5RKmabIcIFHS6/XQ7XY51VMmiiKMx2NYlsUpGJpDVBRFRTDRthVFYYHn+37lfSRp6HzLKRgSH7fFFtXbZVmGIAj4WOI4hq7rLFxc1+XPiGEYCMMQ8/mc00yUliJ5RIkoSmPRvKg0TVnyBEEAx3Hg+z7PWOr1epWUzHK5xOXlJUtgknUkbCkFVZ47RFWEzWYT2+0W19fXnPyhWUOUvCrLKWAvDg8ODtDtdtFqte6IRbpm6/Ual5eXOD8/52tA0GwgEnFlbgsg+rmcVhIEQRAEQRAEQRAEQRCE143IIeGNx/d9zGazl6ZjSNSMRiNOJ3iexwvat+cLKYqCer2OIAhw//59aJqGFy9e3KneajabGI/HXDtFC+q6rqPdbnOiwXVddDodmKaJwWCA1WqFJEl4MRvYLxR7nscL05T+KZNlGVarFUsaklvAfrH66OiIkyXr9RqDwYDrq6jejVIyvu9zooegxf48zzmdQRV5juOg2+1W5ho1Gg30er2KTFssFhgOh5hOpywhgH3aiCSMaZo4PT3lZBHN3anX6xUxtFqtEEURyxdd1/majEYjnj9D99KyLHzta1+DaZpcQXd9fc3nsFqtWN6QZKC0D52DZVno9/tot9uYTqcIw5DTR5RcMgwD0+kUaZpyMuRlKSG6r7quc4qFpAgJGF3Xcf/+fViWhel0WpFLNBNosVjAsixOi1F1IYkDSuGQ5NE0javpSBxlWYabmxtMJhO+h5SiI+lF83ioYlBRFE7+eJ6HVqsFz/Ow3W6xXq/53IHP0nCUPAL2NYk0Z4rOh6rhNE3juUvlKjzaP6VrGo0GHz/VQtK9WSwWSJIEq9WKpS/tJ0kSrrJrt9v87FOqimZdUe0cvW82m/G2qJKRahnpvyX9fh8nJydcBVd+/kneUiUjVSqW6/aAqjwup/NIAEkKSBAEQRAEQRAEQRAEQXgTEDkkvPGUK7SA/f95HwQBZrMZTNPEeDzGarVCGIZwHIcrrUi2lGeQNBoNdDodTsRcXl7eWfx3HAfL5ZIH39OiPtXMkWxqt9uwbRtxHOPFixeIoogFCskTXdfhui4nRrrd7p0asCiKsN1u0e12OYFD1Ot19Ho9qKqKPM8xGAwwHA5ZJpQXpkn6lBesaUGbZvJQJR1Vzvm+j263W0lB9Xo9NJvNyjXZbDY4Pz/HZDKppCSazSZXvEVRhB/+8IeVijY6LjonSm1QUogW5ykpMhwOUa/XK7OWLMvCBx98wKmmLMtwfn6OWq3Goqq8EE/zimzb5pq6ZrOJIAgAAKenpzg7O2MhFMcx0jTlhBDNm3rZIn45xUQzdOi5AvZJNqoEPDo6QpqmuLm5qVwzSp1QYmmxWPDcIrpHVM1HM4novFqtFqeiFEXBZrNBHMcsPJfLJVfSUXKpfOwkV8IwZNHUaDS4Zo2eGxKalBCidFOSJJhMJjxzqygKrqdTVRWr1epOioaeQzoW13XRarUqz3kQBHBdl7e/XC4RRRHPgqKaRJJnhmHwPknwhWGI3W5XuXeUACvX41EtH10PSrX1+30Wb2maIooiPmdKhpVFF83aKqNpGg4ODjhxVK6LFARBEARBEARBEARBEIQ3CZFDwleCTqeDOI7Rbrfhui7Ozs6QZRmm0ymnDihhQTVWtVqtkoZxXZdTAaqq8iJ3GVVVeaE+iiIsl0sAn4khmsFD210ulxgMBoiiCKPRCPP5nBfYaf+bzQa2baPRaFRq4Ejc6LqOR48eVSqoKMUQBAGKosBwOMTp6Wnl/eXXkqShtAawXxinSj1KIqmqiiRJkCQJi7LyXJfDw0N4nsfvj+MYYRji4uLizmK467qcXgrDkGczlSFZl+c5p6oajQZs2+YUiu/72Gw2mE6nCILgTl3ft7/9bV5kT9MUZ2dnGAwGnBwC9jKDzpEEiu/7aLfbvP/pdIrnz5/j+voaSZLwsZMYovRSuUYPAMsvkpR0T0kM0Ywrem5834dt25hMJrwNqpqj1FSWZdhsNgjDsFK1RvvXdZ2lRxAE8H0fBwcHaLfbUBQFi8UCi8WC0y/lezIej7Fer3mflNahe5nnOVzXRb/fh6ZpWCwWd2Y7aZqG6XSK9XrNMozE3u0EFLBPg5WTRZTiIalJaShKIdG9pHPebre4ubnBdrvlRBPV69H3VH9HySc6L/oM033ebDZ8X2lb5XMryyPHcXB8fFyRVbdTd7cJw5DvPUGJxHfeeQdBENyZayYIgiAIgiAIgiAIgiAIbxoih4SvBLVaDW+//TbyPMf5+TnSNMVsNsNkMkEcx1yDtVwueYZHWQw5joNvfetbXF222WwwHo8r+6AUBADePrBPXLTbbWiahqOjI9i2jTzPMRqNuAJrOp1WxA3NMcnzHJ1OB6qqVv5OQqDRaFRq6oD9AvbR0RFM00Se5/jRj36Ey8vLV16XRqMBRVG45qtWq0FRFEynUxRFwX8HwFVunU4HzWaTF8l1XUe/30dRFLi5ueEaOqq7owV4Sp6oqoowDOF5HubzeUVKlc+D5hqlaQrHcSqzZOg60Uyier1eWVRvtVr45je/ydcmSRJ89NFHGAwGlQV8Wpin+0RfdP2HwyHOz8/5eSFpQGLDtm20Wq3KzBcSQjQPx/d9eJ6H3W6H6+trTKdTzGYzrjIkkUGpJ3qONE2D7/uwLAvj8ZglJj17lEwhCaRpGj87BwcHuHfvHmzbhqIoLLim0ymndugcKCETxzEnqEhC5XmOMAwrM5AajQYWi0Xl2EmQLZdLbDYbmKbJ83Y2mw3m8/mdejcSNiT7SEDSZyjLMq7AM02Tt0UJH8MwMB6PWehSSoikEO2D6vVs2+Z5U1QlR+KQ6hV3u11FuOm6zrKNElW1Wg0nJyecBPxJoetQ/vzZto1ms4l79+79VNsSBEEQBEEQBEEQBEEQhF8kIoeErxTX19eI4xiLxQI3NzcsKoD9wi0tAJfTFEEQ4IMPPuBECi3wl9ntdryQTPNJqL6KxFCn04HjONjtdri6usJ8Psd0Oq3MuyEZQP8ahoH1es2zT2gfu90O9XodjUajUl9WrpFL0xQffvhhJYFSptFo8JybzWbDs03m8zmfH6UYaMYNJaB83+eaLmCf3ikLKHo91ZRRkiqOY67KA/Ypi9tVYjTPxfM85HkORVEqaSDC932WVeX7BQBHR0d47733WIqMx2N88sknLC7K+6rX6zBNEw8fPsTBwQEneQaDAa6urni+EUmV28fQarV4Fo9t25w6oi96JqbTKcbjMcbjMa6urrDdbvm8KbFEqStVVfl+rFYrnmtFYohm8ex2u8q8plarhXq9jrfeegv1eh2z2QzD4ZCvc/n4SZBQLR7V4dGzRjVv5eq3VquFMAwxGo149g+ljyjdpSgKP7tFUWC1WnEijqTLbrdjkUU1d+W/0X2hzxbNSyKRVKvVsNlssFgsWAiVRVdZ4JH4pVTfZrPheUrAvsqPZgYB4Nk+5WeOpJVt23j33XdxeHjI87qovu7HsVqtWD5TPSNdg8PDQ5klJAiCIAiCIAiCIAiCIHylEDkkfGUYDofYbDZYr9dcDUaL5Xme8wB5WhSmurVHjx7x7/I8x9XVVUVm7HY77HY7ThUtFgskSQLDMDj143ke2u021us1Li4uMJvNsF6vK2LEsiw4joNarcYpnOvra/47JTd2ux1XhRHlGjlgn4L40z/90zu1d8A+yXR8fIxms8kzhugczs7OsFwuoSgK175RLRctaidJgsFgwFKm2WxW6uJIvtHiPM3RoWttmiZLG0qBAOAKsyzLWIBpmnZnLouiKOh0Ovze8qK6oih466238ODBAyiKgjRNuQpuuVyy+KBrFgQB2u023nvvPa5IG4/HGA6HPGcmSRJsNhsWCCTofN9Hp9NhIeS6LnzfRxAEnCIqigJRFOHs7AzT6RSXl5d3asdqtRonhkhmpGnKzygJmDRNWQxRuoVqznq9Hnq9HtecqaqK8/NzTqbdfl7jOObZVSTiXjUjKY5jmKYJTdM4sUSShlI4URQhSRI4jsOJtTAMsd1usV6vOdGVZRmKouBrVavV+HyAfQqr0+mg3W6zQAXACSU6/rIQos8F7YPuU7liME1TxHHMQosSUSQ+6Rmjaslygonu0aNHj/C1r32tktIjsizjOV70L4lT+gwURYFer1dJmNXrdfT7famREwRBEARBEARBEARBEL5yiBwSvhJMJhOuwTo/P+e5ObRQ63kepwuA/SJ1vV7HwcEBSx8AuLm5QRRF/PNut8Nms+GUw3a7xWazqYghwzDQ7/cxGo1weXmJ+XyOMAxZOAD7WS8kCU5OTpAkCZ48ecJ/p5SO4zg8E4co18gBwHw+x+PHjyvHCezFycOHD3Hv3j3ouo40TXF5eYnxeIz5fI7hcMhCp1arsVjK8xy1Wg2maXJiha4Zyag8z7Hb7fgaUxXcarUCAE6GBEHAxx6GId+DNE157sztirYytm2j2+3euQ/AXlhQqgPYL9h/9NFHGI1GWC6XvFhPx9Pr9XB4eIh6vc7CjqQdEUURJ25IQlCdGSW8qP7OMAxst1sWfkmScKXedrvFfD6/cww0F4gSPHme8zND1YY0F2e9XnMiRlVVOI4D13XxzjvvsFQ8PDzEer3Gzc0N5vM5ttst3584jrnqj56b8uwmumZUrUZVanReaZpC13WWQsC+qi8MQ66i2+12WC6XPKuHauHoehiGwful6wt8lpyq1+soigKnp6dca1hOAVH6qHwN6TNLkodkmqZp/Lmha3Zb+tA2qLKOpGWWZTAMA0EQoNvtot/vc6qKZiPRTCT63nGcyn8r8jxHFEW4ubl5qfxptVrodrsvfc4FQRAEQRAEQRAEQRAE4U1H5JDwxrNcLnley4sXL7gKyrIsTvVQSkZRFDQaDTiOA8/z0Gq1eDuLxaKS+tjtdpjNZuh0Opzomc/nFTGkKAq63S7Oz89xfX3NaQpaFKf9075OTk4QhiF+9KMfAQAnMOI4RrvdRqfTqdRdNRoNdLtdli+DwQDPnj2rSAhgL5fu378P0zRxfn7Oi/gkTspVayQMKIFRr9eRZRnLLEp+kAijRXASEYZhsAygxXvDMOC6LouIoig4AbLZbKDrOgzD4Nk/t3EchxM5w+GQa/gI0zTx9a9/HZ1OB1mWYT6f48mTJ1gsFjyPhrAsC61WC7quYzQa4ezsDJvNhu8J1ZLROZFMMU2TK8dc1+WqvCiKMBqNWD6U5+nQdSO5UhQFsiyDqqqcXqF5SpZlcUKHjiOKIoRhyGmf8mtpjhbN9mk2mxgMBiy5SNjR+8vXyrZtTsDkec6ylO6VpmksPumekigiYUN/syyLpRJJqHLajY6b5gtpmsbPkq7r8DwPjuMgyzJMJhMWuSRpaFskY3Rdh6Io/PkCwMkhEry73Y6vuWmacByHBR9BzxxdB/os3k5/veyzf5vbsoj+JSF3m263W/lviyAIgiAIgiAIgiAIgiB81RA5JLzxUCrj2bNn2Gw2SJKEh9zTMPjtdgvLstBoNHjR+ODggLcRRRGGwyH/vNvtMB6P0W63WcxMp1OeyUPphFqthsvLSwwGA+x2O05/AOBkQqPRQKvVwuHhIebzOT755BOu6grDEEVRoN1uo9frVRayDw4OuFouSRJcXl7i8vLyjhjK85wFFqViFosFrq6usNlsKovXJA3yPOe5KOv1uiIXgiDg15DAIImkKAq22y3PqKFEBVXJWZaFMAy5mo9SJIqicHqLoLk7/X4fnudhMpng6urqznwX13XxS7/0S3BdF5PJBNPplGft0LmRhCHpsVwuYZomX2MALLTSNGU5RHN+qGqMxFI5bUPbD8OQ6/NIipAkov1TMohm6jSbTZaU5Wfrdi3ZbreDaZrwfR+KosC2bZZ99Ayenp5yWogq+0j4+L4P27YRBAHPB6L6M5o3RPsu1/+R3EjTFOv1mmdZUfUfCSj6yvMcmqbx+dI1oO0ZhsGvcV0XlmUB2Cfu6PMRhmElIUQJK1VVK3KHqu3o80d1cSTh6NkzDKNSOUfyK89zFkeUaPtZ5/6UJdaP4/DwkBN3giAIgiAIgiAIgiAIgvBVReSQ8MbjeR4GgwGnESzL4nqro6MjLBYL1Ot1uK7LCYTj42MWAFEU4fLykhemkyTBeDxGo9GoVLmpqsoL9TRHpSgKTi2t12vehuM4aDQaaDQanAgaDAYsbCiRA+znkpQH1lN9GO2b5hiNRqM74sS2bfi+z9Ilz3OMRiMMBgMWAwQJM5rXYhgGH4dpmjxnhxbqKZFCVVq73Y4r2OgcLcviVFWe5xiPxwjDkJMo5eMkUWCaJnq9Hvr9PnzfRxRFOD8/x3A4rBwvADSbTbzzzjtIkgTD4ZDTJ9fX13ytSTjYts3VX3meYzabVWrLaHGfhAfNEiLJRcmSshgiiVQWbCSKypVmJIUotdPtdivVgGVZQ9e72WzCdV2eAQXsEzK+76PdbsO2bZ5jNZ/PMZvNKoknYJ/q8TyP03BJkrBAomedrkGZJEkq26DZQ/S7soihc6fzi6KIk070Wl3XubrNMAxOl9FxkLSj+1CWQJQsollPJMlIXNL9os8XXe9yOooEk+u6aLVa/JmzLIuvWfnrJxU9Pw2KouDo6Aie533p2xYEQRAEQRAEQRAEQRCEnzcih4Q3nu9+97tYLBa8EGyaJizLwv3797HdbtHtdiuJlYODAxYVq9WqIhpIDJXni6zXa2RZxmKI6tba7TYWiwWm0ykvlFNipNPpwHVd9Pt9OI6Di4uLlyZjPM/DvXv3OG3SbDZ5PySeRqMRJpPJHTHUbrdRr9d539vtFuPxGNPplNMZdEyO4/CCO1W7kQgA9ovrzWYTpmlitVphuVzy34qiQBiGnMCp1WrwPI8X5inBQjKiLEUAcHqj0Wjg6OgInU6H3zudTnF1dYXxeFyZNaMoCtrtNprNJobDIcuV8XiMyWTCr1ssFtjtdgiCgBNAm83mjtigVBDNtSlLIE3T4Ps+jo+PAYDnI61WK34/pX+ozqwsKUismabJc6VI7FFKiJJalAazLAvz+bwyW8kwDBYlJI5ubm64Oo+EDtXWlaUKSTmqZaP9lyVM+dxUVYXrugD2s6HoflNaiORX+R6macoiiyoJ6dmhSj66Foqi8OewKAqubdvtdlwZR5KSnsd6vY5+v49Wq4U4jjGdTmFZFte9+b6PxWLB14/upeM4ODk5Qa/XQ6PRuJMOomq7srSh+0Kiq1xxR9//NKiqipOTkzvPviAIgiAIgiAIgiAIgiB8VRE5JLzxvP322xiNRgDAC+MPHz5k4VFeLG40Glz5NJ1O+X3AZ2KI6uDod1EUod1uoygKTCYTxHGMXq+H1WqFi4sLlhqWZXFNWq1Ww9HREYqiwLNnzzjtUhYgnufh5OSEa8HK84bSNMX19TVWqxXG43FloV7TNPR6PRwcHODm5gZpmmI2m2Gz2bDIIplBdW4kZEgmUHoJAKdYkiRBGIbQdZ2vW57nWCwWLD3KaSpVVbFcLrHb7WAYBlar1R0ZYds2Hj16hHv37rFsA/Y1XVTHR1V4BMksTdN4rsxyucR6va7MhaG5NlQZRlVrNOuIklAkNnRd5+o34LM5O57n4etf/zqCIMBqtcJ8PucKQgA8Y4jEGwkFSsmoqsrzhGh/VJtWq9U4RUTCbz6f4/T0tCKeKL2jaRrPmLq5ucFsNkOSJCyHqM6PEluXl5cIw5ClTPlZpzk5mqax0KG6N5JnlICja1OWQiSAVFVFkiQoigK1Wo2TWHS8NKuIUlOUKNN1HXEcYzQaIYoiaJrGkpZEaK/XQ7vdxvHxMTzPw263w2AwwGq1wmKxYCFJ85E8z2Ox6zgO6vU6Tk5OuH7xJ4XSTa96H4mnsix61feapqHValVmhQmCIAiCIAiCIAiCIAjCVx2RQ8IbT7/fxze/+U18+OGHyH7haqEAACAASURBVPMc7777LoIguCMdqO4rz3NOZBBlMVSujttsNpxkmM/nyPMczWYT8/mcE0ckYEzTRKfTQb1ex8HBAVarFZ48ecJJnHKSh6rDgiBAt9utiJPtdovr62tEUYTxeFxJMZBsuH//Pq6urpAkCSaTCZIkwWw2g6IolZRUs9lEo9Hg+SzAPikyn88BgBfbp9Mpz6sh6HWU4ikfY61Ww2w242tIM2Xo/BzHQb/fx7e+9a07i+bb7RZPnjzBdDqtyDJabCdho6oqX7uiKFg+GYbBySjXdfnn3W7H5+m6LnRd59d5nsczhmq1Gmq1GjRNQ71ex9tvv40oinB6enpHbgF7MTEcDjm95TgOJ2woKVWeF0QVZ1SzRudGMjKOYz7O8jyioijQarX4upMcKafA6LjzPMf19TVf65fN0qHnhoQYva8oCpZBSZJwpR7w2dwgmsVk23alDo/uL4koqubr9/ss04jJZMLnS9eJhFqr1cLDhw9xdHTEz9x6vcbV1RUWi0WlopH27/s+NE2DaZpoNBqo1Wo4Pj5+LWkdqsK7PXtKEARBEARBEARBEARBEP6sIHJIeONRFAX3799HHMc8c+Tq6qryGk3TcHh4iKIocHV1ValU2+12GI/HqNVqXEtFVWq+72M+n3OCwTAMLBYLzOdzFEUB0zThui5UVUWj0cC9e/fQaDRwenqKFy9eIMsyxHGMJEn4OHzfh+/7ePToEYIg4HkzwGdppjRN74ihIAjQarVwcnLCKRpKskynU67youNstVqcSqHfk0SiWrI4jrFcLjn5QzOFNpsNz/GxbZtrwYC9UDo9Pa1Uz9F9oHkvjuPg/v37d8TQ5eUlnj17VqnIy/Mc2+0WqqqiXq+j3W5jt9thPp9zSoMEEdWxbTYb1Go1TnYB+5o93/dRFAWiKMJms4Ft2zAMA1EUwTCMytwpmlFzc3PzymdrsVjg4uKCE1W35yi5rsuJmfJ1JrIsw2w2w3g8RpIkME2T5z0Bn1X20aysq6srrNdrxHGMOI5ZkNC+HcfBbrfDbDbjtNBtSKDQc0wVeOX02Xa7RZIkFTlF98K2bXieh6IoMJ1OkaYpp36oUo+SZJZlIQgCtNttrpVTVRXn5+fYbrdwXRdpmrLAofq4999/H/1+n/c5Go1wdXWF5XJZeebDMERRFDxXq16vs4w7Pj6WtI4gCIIgCIIgCIIgCIIgvCZEDglfCQzDwLvvvos8z/HixYs7f6eKt7OzMxY1AFjCkLAhqDZsNBpxRViapryYn6ZppeKq0Wjgm9/8Jna7Hb773e9yMifPc04wUY0VvZbeC+wlAlWskayipIaqqmi323BdF/fu3UOSJPjwww8xmUw4WaKqKidIHMdhKUJpCzrXyWTCyY/lcok0TZGmKSel0jTFer3mqjtKmwDgpM319fVLq+BOTk7QbDb5epfPLwxDfPzxx5hOp5X3xXGM7XbLM5EMw2AZU67woutA4oxq1ejYSAyRiKvVaiy2qCKM5sxQBdptMVcmTVNcXV3x8d6WEJ7nwbZtFky3/05VfyT46HW3RQwJOLpGm80GcRzzOZPEIjG0Wq2QJAls2+aqOJpBVK/XeR9xHCMMw8q2ytdcURSeOUR/p1pEYF/Zt91uoWkaz/eJogiqqqLVavH8nmaziXfffReu6yLPc0wmEzx9+pTl62q14v1aloV+v49Hjx6h1WrxsZyenmI0GlU+l7Q/2r/v+/A8j5NSR0dHkuoRBEEQBEEQBEEQBEEQhNeIyCHhK4OqqpUZQES32wUAnJ2dVRbKsyzDZDJBo9GoVFNRhRklUpIkwXa7RRAELFMoYUSVa++++y6GwyFevHjBi9xFUbBEsSwLnU4HjUYDJycnLE7SNOUKMZrlUhZDlMxQFAWWZeHFixd49uwZ5vM54jjmBA6lVjzP41k39XqdZUSWZbi5ueHt5nnO76eF/iiKEEURHMe5Izts24bv+zg/P3+pGKLEFLCv+SuLh6urKzx//rySXCmKgucD1Wo1qKqK2WzG15zOSdd1/h2lSGjOT1kM2baN1WoF0zRRr9dZ3C0WC57ZRDKHZFu5fq98Ltvtlu/j7bo2TdPgeR48z+P5QmWSJMF8Psd0OuWEjWEYdyQU7Zvm8qzX60o1H/2NpJKu6zxPihJDiqIgiiLUajU8ePAAqqpivV6zFCpfK5qRk+c5HzOlimg/pmmy+EzTlI+RBKFt2wiCgNNyjUYDDx48QBRFXNN4c3PD+6YUGrBPvR0dHaHX66HVavH8rqdPn/LsK4JEnmVZ8DwPQRCwCAqCAP1+/6U1eoIgCIIgCIIgCIIgCIIgfHmIHBK+MtDCdBnP86BpGi4uLirzZPI8x2w2Q7PZrCzwZ1nGMoHqzuI4rqRMgiAAsJcXVCX3/Plz3NzcVORTFEXY7Xao1+s4PDzkuTRBEGC73WI+n1eSFTQ/KMsy7HY7mKaJLMswn8/RbrexWCwwGAwwm80qc2h0XYfrujwfpt/vV1JQaZri4uICAHiezHa7RZqm8H2fz1PXdQRBUFl4VxSF68NevHhxZyGfKv3q9ToAsAArigKLxQKnp6d30kK73Q6r1Yrnz2RZxuKHrqtt28iyDKvVCpqmIY5jTjiVxVCz2eTZRJ1OB67rcupkNBphvV7zfaLzorq9MpREOj09fWXNHM26oWqzMlEUcfUepVtelmxxHAf1eh3D4RDr9Zpr8cpSjN7vOA4/n6vVCr7vV85/tVqh1Wqh0+lgNpthuVxW5BLVDFLyhoQgyRdKw5WTZZREovfWajVOOJXPXVVVuK6Ljz76iIVU+Z4mSYI0TaEoCg4PD9HpdHjmVxzHuLy8xOXlZeV4AbDAooRdWeC12210Op2X3htBEARBEARBEARBEARBEL5cXpscUhQlAPCbAH4FwD8K4BhAF4ANYA7gMYC/CeCvFkUx+QL7qQH4CwB+A8CvAngEwAewAvAxgL8N4L8qiuL6x2zn7wD49Z9kn0VRvLyrSnhtUPqmjGEY0HUdg8Gg8ntKNTQaDZ7ZQgvgq9UKWZYhSRJsNhvkeQ7HcTiRQ/Nq6vU6L+A/efKEa+SINE2RJAnu37/PiRpVVWFZFp4/f16p0AL2qZirqyteVKc0j6Io6HQ6LK3G4/EdQdNsNvn1BwcHlWTIarXCaDSCYRjQNI3TTFmWIQgClgSO43B1Ge3XNE0cHBwAAD7++GOumiNJpqoq3n//fbTbba6q0zQNm80Gw+EQw+EQYRhyNdxut8N2u0UYhrAsC5qmVWRaeX5TlmXYbDZwXZfnHwHg+2UYBrrdLqdaWq0WzyYC9gKKpF5ZMJRTYjRbR9d1vHjxAk+fPr0jK0hYeZ7H8onuF80FSpIESZKw1HlZVZ3ruvB9H6vVCo8fP2YxQ7KGkmGU0CIRoygKrq+v+frSs7pardBut1EUBZ4/f36nOo6OPc9zTmUpisLyxrKsSkqMtlkUBWzb5n1RLV2z2YRhGFiv15jP5zAMg+d6pWnKM6EA8Mwk27ZxcnKCIAig6zoODw8xn89xfX19Z54Woev6nSSfoijo9/ssIAVBEARBEARBEARBEARBeP0o5bTFl7phRfkNAP/XT/DSMYB/pSiKv/0z7OMDAH+IvQz6PFYAfqcoit//nG39HbwBckhRlBMA5wBwfn6Ok5OT17WrrwxRFOHs7KySDKJKr9tJIpoZRPViwH6xfT6fsyCitBCwT5ScnJwgz3Msl0tOYdCiuWVZmM1mlX0oioIsy9Dr9WBZFna7HTabzUvr2gBgNptxsskwDLiuC03TYJom2u02V83NZrOKANN1HUdHRyxASOxQMmi1WrHsIOFCAoDmt1AShRItdE0ajQa63S52ux2+//3vs3QhVFXFBx98wLNjgL1IuLq6ws3NDSaTCV8jkhQ0s4ZSOmWoBo5q0NI0heu6mEwmLN7o2IqiQLPZhKZpLGXKAojEy+1rHQQBDg4OuBZO0zQMh0P80R/9EdfA0fbpX03TWFaQ4KJUGd1rx3Feek50Pz3PY/FIVWtRFFVmKVFNneM4aLVaaLfbWK1WuLy8rNQkUsqq2+1isVhUkmdlNE2D4zhwXZcr62imFAlBqsXLsgxxHPOzQOdPcpXmG9H+8zznBFqSJJWaQRJetm1Xkj/dbpeF6W25CezFoG3bcF23ch1VVcXx8TE/24IgCIIgCIIgCIIgCIIg3OXi4gL37t2jH+8VRXHxRbf5umvlzgF8B8Aff/r9NQAVwAmAvwzgtwB0APxviqL8SlEUf/pTbj/AZ2Lo/wXwNwD8fQAT7FNKvwXgdz59zV9TFGVVFMXf+jHb/PsA/vWf8jiE18hsNquIIVp0vy2GAPDslPIC9HK5hK7rmEwmnBYC9mLorbfeQlEUGI/HsG2bv6e5NZNJNdSmqiqCIIBlWUiSBKPRCEmSwPO8O7KiKArc3NxgOBzCsiyWI7TvVquFMAwxnU6xXC6x2Ww4cUMVcLZtw7Zt3nYYhlgulzybhq4FVblRyoaOFQDP6KHfHRwcwPd9RFGEH/zgB3fEkKZp+OCDD9BsNvn6nZ6eYjKZIAzDO4v/u92Oa/JoThOh6zo8z+MZNr7vc3rq6uoKy+WShQV9kdgh2VQWQ47jIAxDPjdFUVCr1dDr9fDw4UOuUEuSBE+ePMGf/MmfvHTmTZZlnBijZMxtSAqVpRUJmLKsm8/niKII6/UaURRVZi/RfTRNE0EQ4OTkBI1GA6enpxiNRpX9kdjpdDoYDocV8Ue1cTRTiBJe19fXXG+42+1Y7ui6juVyyRKSkkKKosC2ba7dK1cMUrWfbdsIwxBRFFXEFX0GgyCA7/ucVLMsC6PRiMUrsBdPJIR83+fZTGUMw8Dx8fGdCkBBEARBEARBEARBEARBEF4/r1MOfacoivuf8/ffVxTlnwPw1wGYAP5DAP/CT7mPHMDvA/iPiqJ4/JK//5+KovytT/ehAfjPFUV5VHx+XGpTFMUPfsrjEF4jBwcH0DQNs9mM68RIdpShBfAy6/UaaZryHB/CdV02raPRCIqiVP7earUqIgnYL6x3u12s12ssl0v+m2EYlRlAwF5AXF9fIwxDnptDkBiK45j3qaoqV22pqgpd12GaJlqtFlRVRRzHWC6XSJKE0yqUKomiCJvNBpqmVdJBiqKg1WqhVqsB2Kd3er0eDMPAdrvF48eP70gRXdfxrW99C81mE0mS4Pnz57i6uuIauHJdHiVLAFSSWgSlS/r9PtrtNmzbxnw+x3a75eoxulb0L9XfbbdbqKrKUswwDNTrda5PK0uzIAhwdHTEUmqxWODx48d49uwZ4jjmZBPN4qHrZBhGReQQtVqN5+4Ae2lDSaBarYZms8lzjwBgu91isVjckZWu63KtHVX6rddrrh0sXy86Dtd1cXV1xSKGZKSmaWi327h//z50Xcf5+TmePHlSSQ3ROZJgLEshqpozTROapkHTNJZPRVFgs9kgjmMYhlFJymmahiAI4HkeFosFp+kURakkrLbbbWWuEl1nSjjdns9Uq9VwfHz80s+sIAiCIAiCIAiCIAiCIAivn9e2MlcUxd2BE3df878qivIRgK8D+Md/hn38XQB/98e85g8URflfsBdP7wD4cwD+wU+7L+EXh6Io6PV6KIoCz5494xk/BNWmleuvAGCz2fCifVn81Ot11Ot1bLdbbDabO3Vhvu9zdRuwr8SimT4vm6XSaDQqC/2maeL6+prnu5ShBf7VasVzbajOjM6V0jMHBwcoigKz2YyPxfM8XsCnY9ztdjAMA7VajRfhdV1Hu93mOUH9fp8F1mq1wkcffXSnssw0TXzjG9+AZVk4OzvD5eUlwjBEmqacSiJIRtCsHBJaJLW63S46nQ4ODw85MTKZTLBcLnF9fc2pmTRNoSgKdrsd18Gt12sWKnTOruuyaDNNk++Z4zg4PDzkqr/z83N88sknGI/HPO+Hkkr0nNDco9vQTCC6hpRoyrIMrutyUoiepTzPsVgsKvN4qKaNJJemafB9H7ZtY7Va4fnz53yva7UaixaqBSyniUjMGIaB9957D0EQYDgc4vLyEpeXl5z0KctASjuRdKnVapXnwjRNmKaJ9XrN+yTpSiKLrgHJScMwMJ1O4fs+p8lmsxnW6zUsy8JisajMcqIavSAI0Gw2X1oxeHh4+NJ7IAiCIAiCIAiCIAiCIAjCz4c34X/bps6n2mvcx3fwWSrpHYgc+soxm80wn88rM3CAfSIiCII79W/L5RKz2QyqqnKtWFEUME0TaZpyNdhtLMviWTgkEoqiwHQ6hWEYd8QQVYZRGkXTNHz88ceIoujOoviDBw9w7949XFxcYDgcIgxDTm2QeFFVFfV6HYeHh0iSBLPZDFmWwTAMNBoNKIqC0WjEc21oH1TjRedAiaN6vY5ut8tyYLFY4JNPPnmpGHrw4AEWiwU2mw2m0ymntMrSjeb00D4dx2EBBezTQq1WC/1+vyLxVqsVxuPxHTFEaZ56vQ7f97FcLrmOTFVVNJtNnutEc5TK9+ro6AiqqmK9XuPjjz/G5eUlNpsNV62RIDIMA4eHh3Bdl99P27JtG0EQwHEcnovjOA6KosDZ2RmyLMN6vcZ6vWYJlCQJz13SdZ1nSVGtnm3bPGcI2KfTbotFSnwZhsGCjISJruvwfR++7+Odd97BcDjED37wA8xmszv3TlEUWJbF6SwSdgC47s+yLDQaDQRBgNFoBNM0MZ1OMZ1OAYAlEFGeURXHMSzLguM4nMLL8xyHh4eYz+dwHAe73Q5JkrBcqtfrCIIAt2k2m+h2u3c+G4IgCIIgCIIgCIIgCIIg/Hz5hcohRVF+CfskDwB89Bp3VR5qkb/yVcIbyc3NTaXqiqjVamg0GhgMBvy7PM851aDrOlarVaX+zHVd9Ho9npNShubxAECn04GqqtjtdhiPxzBN805tmGVZ6Ha7aDab8DwP4/EYH374YSVFQdt977330Gg08OzZM4xGI35NFEUseWq1GjzPQ7PZZBkB7AWU67rI85zFECV34jjmGjQAnNgwTRP9fr8iQ6bTKZ49e1aRCySlfN/narDpdMqppHLiilIs2+0WmqZVZsUoioJGo4FOp4N+vw/DMHgOThzHGI1Gd8RQkiTIsoyv32KxYDFE95a4Pc/JMAycnJxAURScnZ3h6dOnnBKj2T9JkkDTNLiui4ODg8q1APYC5ODgAK1WC7ZtV+RIlmV48eIFp8/oOmVZxlKHEjL03u12y2IuCALouo7dbofBYID5fI7bbZY0Y2mz2XCtHAm3IAhwcHCAPM/xh3/4h3wty9Vt9GzZto12u80JKxJcruuyWNN1HXme4+OPP8ZiscBiseDPBKXRyvfRdV34vg/DMDCZTDhttFwuoSgK6vU6JpMJzzeyLItTXTQP6XYtY6/X4+SRIAiCIAiCIAiCIAiCIAi/WH7uckhRFAfAMYB/FsC/i/0sIAD4z17jbn+99P2Pk1BfVxTl72FfdWcAGAP4YwD/M4D/sSiK3ee9WfjysW37jhzyfR/1eh2Xl5f8u91uh8lkwgmGJEmQJAl2ux2KokC324Xv+3BdF8Ph8M4+Hj16BNd1cXZ2BlVVkaYpBoMBv59QFAWu6+L999+H53nI8xzn5+c4PT29kywyTRPvv/8+dF3HJ598wuIF2AuSyWTCM4Sozmuz2SDLMpimiWazyQv7lF4iOZHnOUzT5LqzRqPBKRhahKfXbbdbnJ+f84whkhwAcHx8jFqthtVqxbOUyvOFSFaEYYjVasUzZKhyTdd1roQDgMvLyzvXrCyGdrsdwjBkEeE4Dosh13X5PLbbLc/KKaNpGk5OTpAkCX74wx9iOp1isVggDEOey0RpoXq9jmazCdd1uarOdV0cHx/fqScsc3V1hcFgwNcoz3OeXZSmKcsxy7IQxzFWqxWazSb6/T5M00SWZbi5ueF71mg0WJQlScLXjo6VKIqC6+EGgwEmkwkURUGSJBU5qSgKi5ijoyMWUq7rolarVZI5eZ5jMpng6dOniKKoUhFINXTAXkz1ej10u10Wq5PJBLvdjqvn6LOyWCz4/lJCyjAMHB0d8fOY5znCMMRut4Nt23fuoyAIgiAIgiAIgiAIgiAIvzh+LnJIUZTfBvDffM5L/lMA/8Nr2ve3AfzTn/74YVEUj3/MW/qffhHHn379JQD/nqIof7koih9+geM5+TEvOfhZt/0PK77vo9vtslxot9vwfR9nZ2e8QL1er7FYLADs5UGe51iv18iyDEVRoN/vQ9d11Ot1rsWiVInjOOh2u2i1Wjg7OwMAbLdbXFxcIIoi1Ot1PpZarYZms4nj42N4nofdbodnz57h6urqTjLEdV08evQIm80G19fXnAQqigJxHGM2m8GyLE76hGHI9XAkTWgG0Wg0QhiGmE6nLBc0TYOiKJjP5/B9nyvKVqvVneoxSn1Q+iRJEtRqNRwfH8O2bUwmE0RRhCzLOG3lOA6LoPF4jCRJYFkW1us18jxHnudcxeY4Dksogs5zPB5zfVmSJFiv1yxMbNvmKrlGo4FWq8WSr16v30kMqaqKk5MT3Nzc4MmTJ1itViwuoihCHMcsV0iW0Fer1UKn0+G6tFdxcXGBJ0+ecLKHrpfnedhsNlwhSLOYVFXF/fv3WaDN53OWOuX5RpZlwTAMJEmCKIoQhmFFDOm6zpLnxYsXfC01TatIR8uy4Ps+Dg4O8OjRI/i+zzVyZfI8x9XVFVfa0ZwrOi+qSVyv12g2mzg4OECWZXjy5AmLwaIo7swTKh8X1f6Zponj4+PK/VJV9U5aSxAEQRAEQRAEQRAEQRCEN4Nf9Myh7wH4t4qi+P9ex8YVRbEA/Nf4LJ30H3zOy3MA/zeAvwngTwBMAPgA/hEAfwXALwF4H8B3FEX51aIozn7Gwzr/Gd/3ZxqSBrZtw7ZtnJ2dsaCYzWaIogiqqiLLMiiKgu12y9/3ej1e0KckSLvdhmVZPB+m0+mwxFitVphOp0jTlGfqAOAkD81T2W63ePLkCcbj8Z3jbTQa6Pf7nB6h/dJifJqmqNVqCIIARVFguVxCVVW0Wi3U63XeZ1EUmEwmGA6HFeGjqipM04SqqgiCgKvAbksP2jbJH6ovo0o10zQxGo2Qpiknemzb5m1HUYTRaARN02CaJosCup6tVqsyC4gq/KiibrPZYLvdsmQhgdVoNFg0GYaBfr8P27a5fq3Vat0RHjSD6Hvf+x5ubm6w2WxYdsRxzPN/aFYUSZTDw0OcnJzA87zPlUK73Q4XFxc4PT1lKULJK8/zEIYhp6Mo3eU4DlqtFrIsw/X1NeI4RhRFcBynUlNHSSFKBmVZBtu2kWUZdrsdDMNAu92Gpmk4OztjOUPPDLCXjVRjeHBwgIODg1fO7knTFE+fPuVKu8ViwfeerqVt29B1Hd1uF0VR4OLi4o7gLB9/mqbQdR2KonBaSFVVOI6Do6MjnjslCIIgCIIgCIIgCIIgCMKbj/KqxcAvdSeK0gBAiRkbwDsA/iUA/zyApwD+7aIo/sZr2O/vAvidT3/8vaIofvvzjrEoivkr/mYA+F0A/9qnv/rrRVH81s94TD/xBT8/P8fJyY8LGv3ZIk1TnJ+fc83WbDZDlmXQNA1pmnIF12azAbBfUDdNkxM62+22UidGFWWz2Qwff/wxyxuaV1Ov16EoCnRdR6/X4/TJcrnkOTe3qdfr8DwPWZZxLRfJke12C9M0uZaMRIqmaXjw4AHLBzq2+XyOH/3oR5XZP3RetVoNrVYLzWazIiKIMAwxGAywXq8ri/40d0nXdcxms0rNHVXYUfJqsVjAsiyuVVMUBZZlccrHsiyu4AvDsJKGCcOQUybl2Uo0myaKIpimyRVxYRjyzJ7bEofE0dOnT5GmKdez0X4oCVWr1bgq7fj4GO+++24l+fUq5vM5bm5uMBwOEccxttst17iRINR1necwaZrGIoqSauVZTOXjz7KM6/do22Xa7TZ6vR5ubm64kq+Mqqq4d+8ejo+PoSgKWq0Wut3uK89lu93i+9//PiaTCVftle+/ruvodDqc+Lm9v9vQjCsShHT/gP2z3uv1Ple6CYIgCIIgCIIgCIIgCILwxbi4uMC9e/fox3tFUVx80W3+XOTQK3euKP8qgN8DUAD4N4ui+G+/xG3/+wD+409//GMAv14UxeYLbE8H8H3sZxEBwElRFJef85ZXbecnqZX7e4DIodtkWYaLiwuEYcg1aQB4/g1JjTiOWXTYtg1FUdDtdnkuDKUtKBmUJAlGoxFXnpEUCIIAhmHAMAw8evQInU4HqqpiNBrhxYsXXBNH5HnOM3NIDGVZhjzPeZaP67rwPA9RFHGCyLIsHB4eIggC3pbnebi5ucHjx48rs2YA8Fyhg4MDuK5bSY9kWYYwDDGbzTCf712noihQFAWqqqJWq6HdbgPYV805jsOyBQDPaaLkj2maiOOY5QLtu1arIU1TnukE7GfWkEShbRZFwfOA6PypJq1Wq6Fer1dm2QRBwHV5iqKgVqtht9vh6uqKJVccxxXhRikcEoCO4+Dhw4d4+PDhnVq62yRJguFwiO12i/l8jul0is1mw9VrNKMojmOWLKqqQtd1PtbdbsdyqpyeKc/kSdO0kiAD9tLn6OgIQRBgMplgOp0ijmNOE9HcqbfffpvvGdUflp85qtOL4xij0QhPnjzhe1N+dizL4s8E1Re+KnlUFoG73Y7TU5QWAoBOp8PHJQiCIAiCIAiCIAiCIAjC6+N1yKFfaK1cURT/vaIo/wz2KaL/QlGUPyiKYvZFt6soyl/BZ2LoYwB/8YuIIQAoiiJVFOWvAvhPPv3VrwP4az/Ddj73pr1qsfbPOjQ/ZbPZ8NwdYC+GVFXFbrfjRfuybAD2kme9XnMKKI5jrNdrFhmbzYaFCC2m12o1lhXvvfcebNvm1NLl5WVlkZ8W8xuNBprNJpIkwWQyYWG1XC5hGAZc10Wz2cRgMMBms4GiKCwzfN8HsK+uC4IA5+fn+PDDhVyJdAAAIABJREFUDyv1YsC+Xu/+/fu4f/8+V78pioIwDLFarbDdbpEkCSdMbuN5Hs9b6vV6mM/niOOYky8kFEiu0XlqmoYgCNBsNgGgco1vz5WhxBBd091uB03T4DgO184ZhgFN01iwUQKHEl95nsM0TVxdXXFqqigKhGHI9WxxHEPTNHiex1JOVVU8ePAAb7311uemWYqiwHw+x2g0QlEUWK/XuL6+5vPK85zfPxwOed6Srut8LehZotlCBKWvDMNAvV7HfD7HeDyuJHRqtRoODg6g6zoGgwEWiwWyLIOqqlBVlav3Hj58yMKJEjskmcrpKZpLNRgMKgINAM9gojlDQRBwpSIJ1TzPkaYp8jyHruuwLAuWZQHYJ81I/NH2Dg8P+ZkVBEEQBEEQBEEQBEEQBOGrxy965hAA/AH2csgF8BfxMwiXMoqi/MsA/stPf3wB4DeKohh9oSP8jMel74+/pG0KP4aiKDAYDDCZTDCfz7m2jObuhGEI0zThOA7G4zGiKOKFa03TsN1uUa/XORmUJAlM04Tv+8iyDIvFAlEUsYSwLAsnJydwHAf37t2DbduIogjn5+csCui46D39fp9r62azGf89jmP4vs91XJeXl1iv1yyfVFVlaUX1cM+ePcPjx48rMkFVVXQ6HfzKr/wK+v0+gH1V22KxwGq1QpZlnE7Z7XZ3JKOqqjxbhpI74/EYWZYhiiKsVisWN/R6+r5Wq8HzPARBwNde07SXzpgJwxCbzQZpmvK+qIKNUlRUvUZ4ngfLsnjuEb1+tVrx9c3znNNHVHFH19XzPBaBb731Fh4+fPi5kjVJEgwGA55XtFgscH5+znOBkiThGrXVagXLsuA4DhRFgWEYXP2XpikMw+BEFklKEoWmaWI4HLL4AfZixfd9tFotpGmK+XzOqbLyvTo5OcE3vvEN6LqO4XDISTlKI1GyCdiLunJ9IKWp6PpTxaHneej1eiyC6B7RcbmuyyLoVWiahuPjY77egiAIgiAIgiAIgiAIgiB8NXkT5FBZ3Dz4IhtSFOUvAfjvAKgArgH8+S8jXlXexZe4LeEn5ObmBhcXF5UaN1VV4bouVqsVp29oEZ2qr5Ikga7raDabWK1WnAoiEaOqKiaTCeI4xmazgWmanOio1Wo4OjqC4ziIogjPnz/Hzc1NJbUShiEcx8HBwQEcx8FyucRqtQIAnkNDFV6O42AwGGC73XJdHbBP3nieh4ODA4RhiKdPn+KHP/zhHTHUbrfxa7/2a/B9H9PpFIvFopIq2mw2XCNXRtM0dDoddLtdzOdzlgfT6RR5nmM2m/F8pSiKOPVCksb3fRiGAdu2eeYMSR6SNESSJCx/KFVDx0DVZJqmsRSjREuWZZjP5zzDh+4dzeZJ0xRRFLHsqNfrLEdILCmKwmLoVRRFgdlshvF4zPdwNpthNBpxEifPcxZL9IxRgsg0zUqNn+d5qNVqAMA1fIZhoNvtYjabYTKZIE1T3r9lWXBdF47j8HwmknLl17z11lt4++23sV6v8fz58zszisqEYchCMM9zvgcAOK1WFAWLn9vbInlE1/3zoDlOnyePBEEQBEEQBEEQBEEQBEH4avAmyKFyAmf9ylf9GBRF+fMAfh/7c5oA+KeKonj6BY/tNu+Xvr/6krctvIL1en1nvk8QBFitVuh0OrAsi2fs0OL9ZrOBqqpoNBqV2StUt6brOrbbLc/9aTQaLC5qtRp6vR5830eSJHjy5AnG4zFLk+12iyzLUK/X0ev1eP/b7RaqqsLzPCRJgiiKuIqM/k5zauhY7t+/j36/j/F4jNPTUzx58qQihkhu/eqv/io2mw1ubm4q1yHPc8znc07Y0HZpVs7JyQkUReH3rVYrLJdLFkRUyxeGIQzDYMngOA4nmiiV1Wg07iRySOhQld5kMoGqqkjTlO8BzQeybRutVgtFUSBNU5imyfVxzWaTZ0ftdjusVitomsbXkSr4SHAURcGSTdM0PHjwAA8evNotx3GMwWCAKIqQ5zmn0JbLJW8PACd8ygKPJBFVrdVqNZimyYkrkjGO4yDPczx79qwi7izLYrlmGAbCMESSJCwSiXq9jocPH6LdbuPq6oql1cvI8xzr9ZqTdJQGon1QqooSQ+WkFh1TWay9Crr/ruui1Wq9NC0mCIIgCIIgCIIgCIIgCMJXjzdBDv2Lpe+//7NsQFGUfwz7ejoLwBLAXyiK4sMv4djK+9AB/BulX/0/X+b2hVdzcnKC7XbLiY9Go4E0TdHr9aCqKuI4xmg0gmVZUFUVy+USiqKg0+lAURROSxiGwWKIBAbNHQLAMqnVaqHZbGK32+Hx48ecsqHZRLquo9VqodfrQdM0Th95ngff91m+uK6LLMv4fTRXh/b16NEjHB4e4vLyEmdnZzg9Pa1IBTreb3/72y9NBSVJgul0ykKDJA4JrsPDQ6RpisvLS5ZINLNpu93Ctm1kWYY4jmEYBpIk4fo6qg2jpA5VqQF7IeT7Pnzfh23bmE6nGI/HWC6XLCfm8zkMw+A5N5Q+IklHiaRGo8HpG2AvZ0ajETzP47pAmiVENW/AXqRQPd3R0RHu37//UsmRZRmneCgpNJ1OucJuvV5DURSWUrqu8/4AsBQjeUj3c7FYsFCi+UJ0XYuiYEFHdXO0jyRJuN6QUFUV/X6fRePNzQ0mk8mdeVNlttstXx+qiDNNE4qicLIqz/OK5CpXx9EzT783DAOmacI0Tf6e7psgCIIgCIIgCIIgCIIgCP/w8drkkKIovw3gfyqK4uX/6/v+Nf8OgN/89MdTAH946+//BIDvfPrj7xVF8dsv2cafA/B/YD+zaAPgN4ui+OOf8lj/SQD/oCiKuyvw+78bAH4XwNc//dX/XhTF+U+zD+Fnx7Is3Lt3D4qi8JwX13UB7Bfmr6+vURQFVFXlRft2uw3LsngR3rZtNBoN6LqOfr+PxWJxp2KrXq+j0Wig2+0iSRJ873vfw3q9Rp7nWCwWyPMcuq6j3W6j3W4DAEajETRNQ6/Xg2EYWC6X2Gw28H0fcRwjSRKWDrQgb9s2y4AXL17g/Pwcl5eXLE7onJvNJn75l3/5pWKIEkBU/eY4Dm+fEk273Q7X19dIkgTz+Rzz+RzT6RSKosC27UrVWxzHlXQIXU+6jsBeVh0cHMC2bRYx0+kUZ2dn/z97b9IrSX6e+z0xz5GR48kzVZ0qdYtN0RQhWBvD8MKwP4RhLwwYuPDSX8ALe3kXF/4ehg0DF94Y8MJLQRIgUq1mt7q6hjOfnDNjnsOL5P/liS5Sulc0favJ9wcUWHVOZmRkRDYX+cPzPCTQsizrbeMoioK6rlGWJaVQPM+jFNDzKjOx/yMSL7qu0zV0XZfupe/7lOaZTCa4vLz8qBJNSCFRwSeul0hlVVWFJEkAgLZ3xH6RSH9Np1N4ngfTNBGGIcIwpISWED1d10FVVez3e5Jrtm1D13U6J8MwqMYuz/Pe584wDJyenlLqKEkSbDabXnoMOMo0IcxEWsgwjF7dnq7rGI/HVG83GAzoM6FpGnzfh2maPfmj6zpUVf0n00MMwzAMwzAMwzAMwzAMw/zh8ftMDv1PAP6NJEn/O47S5y2OtXEegJ8C+G8A/Ke/emwJ4F91XVf/huP8ViRJ+hMA/xeA4Fc/+h8BHCRJ+o/+iactu65bfu9n/y2AfytJ0r8F8P8A+EccE0gugP8YwH8P4Mfi+QD+h3+f82R+d4IgQFVVtNUi2Gw2SNMUqqpSqsRxnJ5MCIKAZNLZ2RmapsGHDx8ocQMcv6SfTqc4OTlBkiT48ssv6Ut8IYiEBBqNRqjrGofDAYPBgJIvcRwjiiIEQYA4jlEUBdI0hWEYlMAQ5zIajfDu3Tvc399juVz23pNpmhiNRvjLv/zLj8RQ0zQ4HA6UjBJpEeDXCRTf99E0Da6vr7HZbBBFEaVaRDokz/NeouXk5IS2gEQSZjwe9+TC5eVlL0my2Wzw/v17HA4H5HmOLMtok0mSJEp1iXviOA7G4zE8z+vVkwnBlSQJDMPAYrGgYymKAt/3kWUZJEmC53mQJAlBEMD3fVxeXvZSMHVdU8WgqLqLoojupagGFPtCIj0mqth836dUkqIoSJIEq9WKUjxt29I+kdjpEZLOdd2P7sdz6SN2iYBjWkcIKCHimqbBer3+6HM5HA5xenqKw+FAnxOxtyXSPb7vYzgcIo5jTKfTXvpJVVWcn5/3EloMwzAMwzAMwzAMwzAMw/xx8/uulRsB+Fe/+vPbuAPw33Vd93//C47/nwGYPfv3//Lv8Jz/GUdx9X1cAP/1r/78Nr4E8F91Xff+3/UEmf/vENVdgjRNsVgsIEkSfekuNnriOIaiKBiNRtB1HQAwn89hmib+5m/+ppfMkCQJ8/kcp6en2G63ePPmDX0Jn+c5qqqCLMu4uLjAYDBAURSo6xrj8Zi+gE+ShMSQSCWladoTBqPRCKZpwjAM3N/f4/HxkaSNwLZtTCYT/OxnP6NtI0FRFKiqqvfFv0DUyOm6jrIs8fXXX2O9XuNwOFCaSkiQNE2haRrquobjOHQ8XddRVRVM08RwOKTX0HX9IwmzXq/x5s0b7Pd7pGlKuztCDAGgazgej+G6LobDIUk6WZZ71XT39/d4//597/6KnSFx/YW8Etfx7OyM7m1VVSSFuq5DlmV4enpCHMeUYhKCR8ghcQ5it0gkbYqigKqqvefWdU1SSIgkkdrxPI/kjviZuJ7iGHEc0+srikJ1ek3TwPd91HVNu1bi+vi+T9dotVpRAkpsMonKPiEo4zim5wgMw8D5+TnXwzEMwzAMwzAMwzAMwzAM0+P3KYf+CwD/JYD/HMfUzQmAMYAcwALAzwH8nwD+167r0t92kP+f+Ne/Op//BMCfAZjiKLYKHM/1bwH8bwD+j67rmt92EOb3R5qmWC5/Hfh6nv55XoklarW+Lzgmkwl838dXX331UZ3ceDzGxcUFHh8f8fDwQFKjaRqkaQpFUXB1dQXHcZDnOXRdp6o14ChB4jimL/FF0shxHNpBGo/H0HUdXdfRRo/YAAJ+vQczmUzw4x//mAQHcJQaWZahqiqMx+OPKsBGoxHG4zHatsViscCHDx+wWCyw3+9R18cwnizLUFUVWZZB0zRIkkQbN8BRSmVZRrtJ4jUMw8DFxUVPDC2XS/zDP/wD9vt9T14pioKyLNE0DdX/CVkxGo1g2zYdX+wxhWGIt2/f4t27dx9Vqfm+D+Ao/MS+kKgGnM/nsG0bVVVRdZzY2VmtVlgsFpRiEn8A0NaQ67q0IVRVFaWtxPsW76tpGsRxTNfRsixKFInU1eFwoPffti3JQCGKqqqi45mmSftNomKvLEva0xKvIfagniehRGpOfH5t28ZgMABwlJjj8biXDnJdF6enpx+JRIZhGIZhGIZhGIZhGIZhGEl8Icl8GkiSdAHgFgBub29xcXHxH/iM/sNTVRWur697IuLNmzcIw7CXiBD7MK7rwnVd+qJ/MBhgPp/j5uYG3333Xe/YlmXhJz/5CVarFXa7HcIwBHBMwIRhCEmS8OrVKxiGgTAMYRhG7wv4oigQRRFUVcXT0xOlQ2zbhmVZtFFkGAZUVcVqtSKZIarTxMbNZDLB69ev4Xkerq+vkec58jynSrvpdPpRHdvp6SkMw8But8Nms8FyucTd3R0lqQQiYSMSOL7vQ5IkqmqL4xiDwQC2bdNzTNPExcVF7zVvbm7w85//vLePJI6fpiklcsT7HQwGtN0jkj5JkuBwOCBJEiRJ8lHFn7iXjuOgbVuYpkm7OG3bIggCes9RFKFtW9o7Wq/XdA8AUFpKCCKxfdS2LaWpHMeBaZowTbMnUsS9LYqCKu7Ea4nPiCzLJJkkSfroGAJZlik1JssyhsMhbNtGnufYbrckhkR6S3xuAdB1TZIERVFQhZ3nefTY5xWAwFEYTiYT3hJiGIZhGIZhGIZhGIZhmD8A7u7ucHl5Kf552XXd3e96zN93rRzD/M6sViuSB23b4vb2FrvdridpNE2DbdskDgSO4+Dk5ATr9RrX19e948qyjPPzczw9PSFJEhJDwDGJIXZ2hIgQX/4LyrKkL+4fHh7o56ZpwrIs6LqO8XiM4XCItm1xfX2NMAwRhiHyPO9t6gRBgCAIUBQF3r59i+9L29Fo1JM0tm3j5OQEYRji7u4OURRhvV5TYuY5juOg6zoYhkHnBYAkQ5IklGwSWJaF8/Nzes2qqvDVV1/hzZs3H90fy7Io2SSkEHBMrsxmM0wmEwRBQO9dnF8URbi+vibZ8vy9XV5eUjLn+Q6PYRhYrVa9jaa6rhGGIVWtAUcpZBgGmqZBlmVQVZWEkEgUieo33/c/2i1KkoTekzheVVW94z9PHhmG0bt+AiH+ZFlG13VQFAXD4RCqqmK322G1WiHPc9poEiLQ8zzam2rbFlEUoa5rmKYJ27Z7KbbnCTkAODk5QRAEH50LwzAMwzAMwzAMwzAMwzCMgOUQ88kzm83QNA0OhwOenp6wXC57AqjrOozHY4xGo96X/GKXRqRTnteWdV2HIAiQZRnyPMdut6PftW0LVVUxnU6h6zrJidns1/NWVVUhDEPsdrueqDAMA47jwLIsnJ6eYjKZYLPZ4Pb2FnEcUxKlqipIkkRJEuAoHB4fHz8SQ0EQ9MTDaDSCLMv48OEDSZEkSbBarXrPVVWV6tMcx+kJBMMwYNs20jTFZDL5SDydn5/T4/f7Pb788ks8PT19dG9M00TbtqjrGpZl9X5+fn6O8/NzVFWF29vb3rXf7/d4eHjoiSGxEfUXf/EXiOMYYRhis9lQvVrTNGjbls6rbVukaUrXVLxnTdOosg44SiqxBySEnEgMiXSNkE9CDInzURQFdV3T8cX9er5b5DgOiSwheRRFgW3b0HWdPmNd18FxHKxWK7pvz9NGTdNA0zSSSW3bUqWg2CDSdZ3u2/crAIXsfJ7+YhiGYRiGYRiGYRiGYRiG+U2wHGI+eVRVhe/7uL+/x2q1os0cwWw2w3Q67f1M0zScn5+jrmt89913vVSQ2MMxDANlWWK73faeJ6rLTNPEer1GVVWYTCYkJYqiwHq9RhiGPeGkaRocx8FgMMDr16+h6zoeHh6wWCwQRREOhwPyPKcv+13XhWma8DwPk8mE0iHPsSwLjuNQMgoA1d/FcYyqqhDHMW3uiOslJNVgMIAkSb2qNdd1oes6iqL4aMPIcRycnZ2RrLi7u8M//uM/0q7OcxzHga7r2O/3PSknyzL+5E/+BK9evUKWZT3x1jQNbS6JKjZd12GaJoIgwM9+9jMSJ9vtlurUmqaB7/skTcT+Tp7nqOsaiqLQ75IkQV3XtPmU5zmSJIEsy3TfDcPAYDCgnSJJklDXNeq6huu6JJLE/6qqClVVUZYlXcvnaaHnFXOu68KyLNR1jTiOe9IoiiJkWYaiKGCaZq8WUYifoihQliWlvXzfp/dnGAaSJKFauuefvYuLi9+YXmIYhmEYhmEYhmEYhmEYhvk+LIeYT57VaoXNZoMsy6AoSk9mDIdDzOfz3s8URcHFxQUkScI333zTkz8iwXF6eoq2bbHZbEiqiJ2irutgmibV2QnJ0HUdoijCbrdDHMe9+jZN0+B5Hl6+fImrqyvs93vc3t7SvpDYwimKArquw/M8WJYF13UxGo0oIfIc13Xx+vVr+L6PLMuwXC5xOBzotYVoStOU0k5CfPi+j8lkQrs5AlGh1jTNR9VjrutiPp9Txd7T0xPu7+8/2heSJAmTyQQAelVuwFEM/ehHP8Kf/umfoixLrFYr+l1ZlthsNvQccV0lScJgMMCf//mfI01TbLdb7Pd7xHGMOI5J1okUT5ZlaNsWVVVBVVXouk73omka6LqOyWSCrusQxzHquqbEj6i9E4kqIYzE81VVRRRFvb0nce4ideR5Hl1HWZYhSRL9XFT4HQ4HqptLkoQq6cS1fJ7kEmmopmkQRRF0XSchKOrrNE2jtJJItAksy8LZ2VlP0DEMwzAMwzAMwzAMwzAMw/xT8LeJzCePaZrY7/e0+wOAqtJOTk56YkiSJJyfn0PXdXz11VdYr9cAjsmOJElIDCmKgtVqRakRsQMTxzFs26aKNrEJlOc5JX+iKPqoDm08HuPP/uzP4Ps+Hh8fkaYpDocDdrsdlsslmqZBWZYwTZOSJY7jkPTYbrdQFAWmadKfV69eQdd1LJdL3NzckChpmoakh0iYWJZFf4IgwGAwoHMVuK5LqavnFXDAUW7Jsox3796hbVuEYYiHh4de4gg4pmWEdCrLEnme967DZ599hp/85Ceo67q3w5QkCfb7Pb3H5zV2w+EQP/nJT1BVFRaLBdXJpWkKAPA8D0VRULWcSA2J+/r8j0ghff8xz1M+YhPKtm0YhoEwDOl+hmGILMtQliXVylVVBcdxoKoqPVeIHUmSSApJkkT3ves62kIS5yZkltg/KssSbdvCNE2MRiM4jkPXRogn4CiPttstuq7DbDbrXTvf93FyctKrDGQYhmEYhmEYhmEYhmEYhvnnYDnEfPI0TYM0TSndIdIx39/iAYCzszOYpolvvvkGi8UCwFEOiC/pz8/P4Xke1ZppmobRaARFURCGIXRd76WJRqMR0jRFHMcoy5KOI1BVFVdXV/jiiy/Qti2ur68pAbJer7FcLknomKZJe0Su68J1XUwmE+z3e8xms17F2NnZGXRdx2KxwLfffkvJkzzPSZoAx6TOYDCAZVkwTZP+Xtd1r87Nsiyoqko7R8BxN0kIFM/zqCIvDEPc39/3KvPEMUajEaWvxDYPcJRLr169whdffIGu6/D4+EhbQUK4GIaBoihIbsiyjMlkgtevXwMAHh4eeq8tEjWLxQKKotDxRIXbcyRJgm3bVP1WFAWlbsQf4Nd7SqZpIs9zki5io6gsS9oREptGtm3TFpD4vEmSRPdQbBDt93uSSgCQpiksy6LKuuf7TLIsw/M8TKdTjEYj+pyKz0pRFLSxBIDE0XMROplMMB6Pv/+fC8MwDMMwDMMwDMMwDMMwzD8LyyHmkyfLMnRdB03ToOs6VFWFpmnwfb/3uJOTE9i2jbdv31JqRVTB1XWNFy9eYDAYYLPZUBpE7NjkeQ5ZlrHf7+l4YnsmyzL68v85tm3j888/x8uXLxFFETabDYBjSmaxWJCcAo7yRKSFhBB49eoVnp6ePkrxjEYjuK6L29tbvHnzBgB6aSFRH1fXNXzfp60jISq+X5dnGAY0TUPXdZSOStOUroHYJQKAw+GAu7u7jyrzhsMhLMtCHMd0T8RjbNvGy5cvSWgtl0skSYI4jim5pKpqr55O13WMRiOcn5/DMAzc3Nxgs9ng9vYWZVmSHBJypG1b2u55nh4T7/G5hBHiRgglUfsWBAGlbA6HQ2+HSEg/UTUnavtEGstxHKo0HAwGGI1GME2TaujKssRwOKTqu9VqBcMw0DQNqqpCXdeoqgq6rlPFneu6AED1heJ6SpLUSzf9JhF2enoKz/N+w38tDMMwDMMwDMMwDMMwDMMw/zwsh5gfBJPJBLIso65rtG1L/xaMx2N4nocPHz7g9vaWfi4kyMXFBQaDAXa7HX2Rb9s2ANAWjBAfAOhLfpFSeZ7CUVUVnufh1atXuLi4wGKxoAROlmV4fHwkMSQEhWma8H0fV1dXsG0bL168wG6366WAgKPk8H0fb968wd3dHYDj3k0cx+i6DrZtIwgC5HlOFWTD4ZB2d2RZxna7RV3XdK6KoiCOY2iahsPhQK/lui4GgwH9+3A44Pb2trdfJGSGpml0fcTuDwAMBgNcXl7CsiwMh0OEYYi7u7teVZuQLc9f1/d9jMdj+L6P29tbXF9f4+7ujmryRN2feA/Pa/xkWab7I+6Fpmkk+ISIK8uSEkWj0Qi6rlNFm6gCBIC7uzukaQpJkkiuFUVBUkikss7Pz3F+fk4JrzRNsVgsKG1UVRUOhwNWqxW9dlVVVM1nmibqukZd1/A8jyryAFDVn23b0HX9t9bEKYqC8/Pzj4QiwzAMwzAMwzAMwzAMwzDMvw8sh5hPnvl8Tl+Y39/f0xf9At/3EQQBbm5ucH9/T2mSLMuQ5zlOT08xGo2w3++R5zmm0yl9wS9JEg6HQ08MiecLsfDu3Tv6nfgC//Xr1xiPx7i9vSXxURQF7u/vqQZNpGUMw8BgMMDV1RV0Xcf5+TmyLKOkkUBVVdi2je+++w7L5RLAUcQIMeS6Li4uLhCGISRJouSTJEkoyxKGYSCOYxIO4r3sdjtomtYTLN8XQ7vdDo+PjzBNE7quQ1GUntwREut5ndx0OsV8PockSZjP5wjDEF9++WVvp0hIHpH6CYIAtm3DdV0Mh0N8/fXX+Pbbb7Hb7UgKiW2etm1756EoCizLon+L+9p1HQ6HA0zTJLlyOBxIHHmeR6KprmuMx2NIkoQkSXBzc4OqqkgKAce6PSHpRJ3cbDbDixcvIMsy3efNZtNLOYkKPXGcPM/p2M93isRxhRCyLOufFEICwzB6cophGIZhGIZhGIZhGIZhGOZfCssh5pNHSIXdbofBYNCr0xKpkNvbWzw9PdFOTlEUSNMU0+kU0+kUURQhSRJMJpPel+ui/kwgNl+EVBAbQsCvd19ev34Nx3Goug44CoXb21ssFgsYhgFFUZCmKXRdx3A4xMuXL6GqKs7OzgAAj4+PvffYNA0URcFiscB6vaYdnCiK0HUdhsMhzs/PqSJvMpnQdtDzPR+RDKqqCoqiIMuyj8SD7/t0DRVFQZ7nCMOwJ4vKskRZlrBtu1cHVxQFuq7D2dkZSRbf97Fer/Hu3TtKLIl9JFGR5jgOPM8jCdO2Lf7qr/4KDw8PSNMUXdehrmuUZQlVVdE0DW0kqapK+z5d18EwDLqPaZpiv99DkiQMh0MAoJTXaDQimSRSRkIq7vd73N7eUtWeOO+6rkkMybJMdXqWZeHx8RHb7RabzaYn2sTzDocD3Texy/RcDInPseu6/6wQEtWJqqpCVVWYpkm1gQyS4gtmAAAgAElEQVTDMAzDMAzDMAzDMAzDML8rLIeYT56u6/D4+IimaTAajejnQhLc3d1ht9tRYqaqKqRpivF4jJOTE0RRhDAMMRwOSah0XYeqqnp1cU3TIE1TnJ+fw/M8rNdrEkee50HXddrn2W63vefd3NxgtVrBsiwSQ6qqYjwe4+XLl1AUBZPJBJZl4ebmpicXhBwRx22aBm3b0l7PdDrFyckJ7fzMZjOSBEJAdV2H7XaLruvoZyK1oigKvZaQa6LabbPZ4ObmBqp6/L+Ctm0RhiGqqsJ4PO7JCHFeoqKvbVvkeQ4AvSo7sY8kqtuEdIrjGEVRIAgCvH37Fsvlkt6TkFGyLEOWZaqy0zQNtm2j6zp0XUcpseeJL8MwEAQBiqLAfr+HoiiULqvrGkVRwLZtSjAtFgssl0sST+K8xX0W93A8HqMoClRVhfV6jf1+3xNlAlEnJ1JPQlDKsgzHcWgTajqdwrIsEj7P5c/zvwspxjAMwzAMwzAMwzAMwzAM8/uC5RDzybNcLqnKTKBpGiaTCe7v75EkCcIwBHAUE0mSYDAY4OTkhH7n+z5tDIndoueCp65rRFGEly9fwvO8Xu2bqAETqRUhRICjTHn//j02mw0lRLIsgyRJmEwmJIZc18V4PMbT0xMJhqZpKOkTBAG22y2qqkLXdYjjGKqqIggCTKdT2vkRaR3gmBhSFAWKomC9XtM2kXifTdPQ34Uwubi4gO/7UBQF79+/x/v37+m9ZFmG7XYLXdc/EkNCpAyHQ3iehzRNEYYhgiCgKjuRFhJySmwRHQ4HJElC12G5XGK73aIoCpRliSzLUNc1yTfDMCBJEhRFgeM4SNMUtm3j5OSEkkCbzQZFUWAwGMBxHCRJgsPhAF3XMRqNKBFVFAVV7zVNg7u7O6qcE2kl8XmyLAuaplEN4OFwoKTT83TZc/I8RxzHaJoGRVFAkiQ6RhAElBy7vLyE53ksfhiGYRiGYRiGYRiGYRiG+SRgOcR88riu29tyEXVfj4+PKMuSJE/btkjTFJ7nYTqdIssyhGEI27apRq2qKkqTiLo4IVVOT0/heR6apsFyuURZlvB9H6qqIssyBEHQq6Trug4fPnxAGIawLIuO1bYtZrMZXr16BVmWoes65vM5DocDyaAsy7Df7yHLMqbTaS+VkqYpTNOEZVmYTCaU5hmNRiQWRL2bYRjY7/cIwxBJksBxHBJUrusCOO4kBUGA+XxO1Wvfffcdbm5u6JoIgWPb9kdiSNd1TCYTSg6tViuqnBMJHpEWqusaruvi8vISqqpSosu2bciyjN1uh8PhQFV2RVFAlmV4nofBYEAbQ7quw3EclGWJ0WiE+XxO57rZbCDLMmazGTRNo2SY2GACQNdZpJbyPMfd3R1dW3Gfuq6jire6riHLMsqyxHfffUcbUL+J7+8jdV0Hx3EAHCvhfN+H7/uYTCY4OzujxBrDMAzDMAzDMAzDMAzDMMynAMsh5pPHcRxcXl7i/v4eTdNgMBhgtVqhaRqqUuu6DlmWwXEcBEGAqqoQhiGlQICjUKnrGoqiUBJJJF3G4zHG4zHVs+V5TrIiz3MoikJiBTiKqNvbW0RRRJVsYjPn5OSExJAsyzg/P0dVVVgsFmjbFofDAWmaAgAmkwmiKKJKvLZtqXpsMpmgKApEUdQTNmVZ0vnFcYynpyeSNbquI4oieJ5HGzeO42A4HGI4HKJtW7x58wb39/eo65o2l6qqgud5PQEFALPZDFdXV7i/v0cYhnSesizDdV2s12tkWYY0TWEYBjzPw2QygaqqlIQaDodIkgR5npMgS5KEJJCQd5qmoaoqOI5D9X2iOhA4CrXdbkf7Q7IsIwxDRFFE77Oua+x2OxiGAd/30XUdDocDXSNFURCGIYku13VR1zXyPCe5s9vtoCjKR2JIXF8hKXe7HZqmQdM0dG9UVcVsNsNwOMTJyclH15NhGIZhGIZhGIZhGIZhGOZTgOUQ84PANE28ePECq9WKdoL2+z3tu5RlCcuyaJ8miiJomobRaERJGlGztlgsABxlg9jAmc1mkCSJRI1IutR1jbqucX5+Tts9XddhuVwiiiL64r9tWxRFgZOTE1xdXZEsOD09hSzLuLu7Q57nJBQAYDgcoigKxHFMIkRU1g2HQzoXIVuAo4CK45iEy4cPH9C2LQzDgGmalKAR9WqapsF1XUynU7Rti2+++Qb39/fIsoz+tG0L3/c/2nN68eIFdF3Hu3fvsNls0HUd/X4wGGCz2WC320GSJAwGA6iqCs/zYBgGNpsNVFWF4zjY7XaU8BKvKerXTNOk822aBicnJySxdrsdptMpZFlGFEWIogiTyQS6rgMASbbJZELXTsgjz/NQFAXW6zWenp5QVRUkSaIaOUmSSNyIhJgkSQjDEJIkkSgSjx0Oh/R50DSNUkjPMQwDl5eXlHTitBDDMAzDMAzDMAzDMAzDMJ8qLIeYHwwiJQKAdm6A47aOpmnQdR2qqiKKIsiyTGKoqio0TQPXdUnOpGmKuq7h+z6GwyFUVUVZliiKgiSQ2JoZj8ckC9q2xX6/x2azoQSJ2NoRKRvx/PF4DMuycHNzg/V63dutcRyHKtkMw4Bt2yS9fN/H4XBAXdcYjUYkQ8RGURAEiKIINzc3vfRNFEUwTRO+72MwGECWZViWhdPTUzRNg1/+8pe4vr5GnueoqopEVBAECIKAqtIGgwEGgwHSNMVisaA9J4GostvtdrAsiySIYRhwHAdhGMLzPJRlic1mgzRN6f2kaYqu66BpGjRNg+M4sCwLpmni9PSU6t3W6zUluTabDfI8x3g8hq7rlAYqyxLT6ZTSQFEUYTAYwLZtbLdbrNdrklcASAwpikJppLIsEQQBbU6J6//9JFBd1yTH3r17R8cS+L6PFy9eYDabcVqIYRiGYRiGYRiGYRiGYZhPHpZDzA+C5XJJ8qQoCtqUkSSJ6ts0TaMUzng8pi2Yruvgui7yPKcata7r4HkeJVfatkVd1/Slftd1iOOYKtkkSaI0y2KxoPSPOJ/pdIqXL1+SGBL1dre3t9hsNj0xJBIzu90OQRBA13WsVisAx30fIWMGgwFtGbVtS1Vyu90Oq9UKbdtSOidNU6iqivl8TnVomqbh7OwMSZLgyy+/xMPDAx1HyI3hcAjLspAkCTRNw2QyoX0mIVzatqWEkRBiZVnCMAwURUFCTVVVLBYLqpQrigJlWdJzRdLGMAyqbRsOh5hOp3TObdtis9nAtm0kSUIC0Pd9mKaJruuw3+/RdR0mkwnJI5EAkyQJ19fXiKKolxYSYscwjF5iSEgscf0mkwksyyJ55Xke/W6z2eDx8bGXoNJ1HUEQ4PLyEmdnZzBN83f9qDMMwzAMwzAMwzAMwzAMw/zeYTnEfPIsFgvs93sAx/THdrsFANqoERVlQiQ8T9vouk5iZ7PZIAxDyLIMz/MgyzKJH1mWaV8IAO0M+b4PwzDQNA3W6zU2m00vNVKWJYbDIV6+fEnVb5qmYTab4e7uDlEU9ZI3sizD930kSYLpdApJkmg/SRwPAO3qAEcBJkkSVFXFer0m8aEoCjzPQ57nkCQJV1dX0DSNnqNpGn7+85/j4eEBRVGgaZqe5HFdlzZzPM/rJXP2+z3SNKWNJPE4IdxEIktg2zbqukbTNJTOatuWqveKoiCBJ8sygiDAyckJ5vM5Xc+u67Ber3vyCgAsy4Lneei6DrvdjqRNURTYbrdo2xae52G/39MGldh/EjJLpKiGwyF9JiaTCd1v0zRJlOV5jrIsoWkakiRBWZZYrVZ0bOCYPnIcB67r4vPPP8dkMqG0EcMwDMMwDMMwDMMwDMMwzKcOyyHmk8d1XRwOB7RtSzJAfIkPHL/4F1IlCAJKbwRBQM9br9eUOPE8j3ZyhGg4HA4koKqqQlmWVK/Wti0JqufSomkaDAYDvHr1isSQLMuYz+d4fHxElmWUdhK/G41G6LqO/ve5DBEpIVENB4CSSGEYIgxDSuJIkkSpF0mS6BySJKEqtaIokCQJuq5DURQke4QMcl0XlmXBdV2qoRMCRkikJElICNm2jbIse6kp4FifpygK0jSlhJSQSuI6iWSRYRjwfR/n5+c4Pz/vPebp6QmHw4GSS8BRtInKu/1+D9u2YRgGSTchqm5vb0lIiaSTwDAMuK6Li4sLuK5Lwmi/36MsS8iyTOmxxWJBaSBx3Xe7HZ0ncBRhpmnCdV389Kc/pdQTwzAMwzAMwzAMwzAMwzDMDwWWQ8wnj+M4mM/n+OUvf4mqquB5HkmPuq6hKAokSYLrurQNNJ1OEUURpUs2mw2apqE9GcMw4HkeTk5OsFwuEccx6rqmtIsQQ4qiYLvdUhrm++d1dXVFYki87mq1Qp7nCMOQZJIsyxiPx2iaBpZloes6bLdbhGFI7wk4Jp1EmknXdZRlie12iyzL0DQNyRff90mMjMdjrNdrHA4HFEUBx3FQ1zWKogAAJElC10s8XtTuBUHQq3QT8s11XcRxDFmWkec5HMeh7SaBOJYkSYiiCFmWkYgScqmua6qRU1UVvu/j5cuXePHiBZbLJe06bbdbuu4igSNJUm83ajAY9DaIRKWdqI0Toke8b5HS8jwPo9EIk8mExNF2u0VZlnR/xBaS53nwfR9FUWC1WiFNU5KQYhtKlmVMp1P8+Mc/7t17hmEYhmEYhmEYhmEYhmGYHwr8zSbzg6BpGui6DsMwEMcx2rZFURTQNA2SJMGyLErbzGYztG2L1WqFMAyR5zmapoFpmvT4yWSCi4sLrNdrlGWJKIrQdR2iKKJkiOM4KMsSj4+PPSkiSRJM08TLly+pxg34dVIpz3PaNwKOkmIymSBNUzrH7XZLu0G+70OSJCiKgtFoBEVRoOs6SYyiKOjchMCQZZm2k66vr3ubOuL9AqD0kCRJMAwDs9kMrutC0zSMRiOSG+K6it2eh4cHSlqJtI0QW8AxPSNkjahbEyKpbVt6P7Ztk7ybTCY4OzvDy5cv8fDwgCiKEMcxyrJEGIbwPI+SUgBIYgk5U5YliaHD4dCrtxOfjzzP0XUdbT5pmgbf9/H5558jTVNsNhuSd+JchWgTj7+7u8N+v6f3YVkWTNOkWrzT01O8fv2aa+QYhmEYhmEYhmEYhmEYhvnBwnKI+eRJ0xTL5RK2bWOz2aCqKmRZRvs1ogZMkiTMZjNomoZf/OIXJFWyLKPNGQA4OTnB69evEUUR0jQl0ZCmKYmfIAjQti1ub29R1zUkSaLzsSwLl5eXtGsEHKvgngsHUScn0jVxHMN1XUiShM1mg4eHB6q2k2UZkiRhPB5TJZ4QGWLXR+wMCWkkxJB4T+K1yrIkUVTXNbIsg+M48H2fUlOu68L3fdrMMU0Ti8WCdpvu7u6olk0kmvI8h+/7lGzSNA1N02Cz2aBtWxI0oprOMAwYhkHv7ezsDLPZDCcnJ/jw4QM9TyS1bNvuXc+Liwu8fPkSi8UCRVEgiiJsNhvEcYwkSaBpGt1bXdfp+muahuFwCNM06fPwxRdfIAxDPD094eHhgVJN4vqLe77dbkmIiU0hwzDo3nueh9lshsvLSxZDDMMwDMMwDMMwDMMwDMP8oGE5xHzyhGEI4LgRI7ZzRE2ZSNvIsozZbAZZlkkMAce0iUiHGIaB0WiEq6srNE2D9XpNFWhlWaIoCqpZUxQFj4+PlLoRqKqKi4sLGIZBP1MUherUxHk+T51sNht4ngdVVbFcLvH09ARJkkjWAMeUjKgzK8sS6/Wa0j9hGCKKIhIvIkkjxFDXdbTrI0kSVFWl6j1VVeG6Lp3vyckJzs/P4bouVFVFVVW4vb1FlmXY7/eUpAKOtXlFUaCqKgRBQBVtQujs93ukaUpiSNS6aZpGosc0TYzHY1xdXcEwDHz99ddUjdd1HeI4hqqq9F4sy8L5+TkuLi5wd3eHMAyx2Wyw3W6RpinKsqS6PZFkUlUVTdMgCAK4rgvguFM1HA7x8uVLHA4H/P3f/z3W6zWJs67rYJomyaXn8k0kzARCPg6HQ5yenrIYYhiGYRiGYRiGYRiGYRjmBw/LIeaT5+TkBEmSIE1T2oYRqZTJZAJFUTCZTJDnOe7v70nSiGSJaZoYDofwPI8q466vr9G2Lfb7PW35uK4LRVHgui6WyyXVwj3n7OyM0j3iNQDQa4pzrOsamqYhSRJK0Tw+PmK9XgNAr0JtMplgMBggyzJUVYX1eo22bUmepGmKpmmgqiqKokDbtnAcB7Isk5QRKaDhcEjnL4SJeB3f9/HFF1/Qv4uiwM3NDXa7HSVyhBgS5y6uv9goKssSq9UKcRxTMkts94gtJUVRoGkaHMeBaZp4/fo1sizD/f09iSFxrYS4M02T5NPZ2Rmur6/x9PSE1WqFLMuQZRnquqZrIMsySbzn6amqqmBZFkm2X/ziF1gul/S5aZoGVVVB0zQSTeIeua7bEz9i8+js7IzkIsMwDMMwDMMwDMMwDMMwzB8CLIeYT54oilDXNSU8RDpEbOb4vo/D4YA0TSllBBxFgSRJePHiBQmd8XiM1WqFsiwRxzGqqkIURTAMA7quw/f9XkpFICrIgiCgn4l0kEj41HWN1WqFNE1h2zY9z3EcLBYLqprzPI+SKZPJBK7rIs9zFEWBzWaDruuo5g44pp9M0+ylZYQYAoCrqysMh0NK6xwOByRJ0ksm6bqOH//4xySGsizDt99+i91uh7ZtkaYpsiyjBFJVVZSSEjtJWZbh/fv3qOsawHEHSqSYPM+jhJXjOCSHzs7OaIcpiiK6dkVRoCgKzGYzOndFUXBycoKvv/4ad3d3tEck0kningr5JNI/eZ5DlmV63bquMRgMsF6vsd1uUZYlyrKkY+i6Dl3XKXkmKgkFsixTwky8d4ZhGIZhGIZhGIZhGIZhmD8kWA4xnzxFUSAMQ5RlSRs4Qijouo4wDNF1HckXQdu2eP36NYkhwzDQdR32+z3qukYURZSOEfVkaZqSxBCpIOBYjzafz3vHrqqK0iR5nuP29pa2eVT1+J+W4zjYbDbY7/dUnybE0Hg8hmVZtKG03W7p2EIIrVYreoxI57iui7Ztoes6Li4uels9ZVkiSZKPtog+//xzOI4DANhsNvjmm28o7ZRlGcIwRF3XlMgSYkdcu+12i9vbW3RdB0mSqG5OlmW6FyLRpWkagiCApmmUohLvDThKtKIo8OLFCwwGA/q54zj467/+a6zXa1RVhaIokOc5kiSBoiiQZRmGYcC2bbiuC8uyEMcxHMeBruskeDRNw3K5JLkk3idwrAD0PO+j6jjxGfA8D5eXl73zYhiGYRiGYRiGYRiGYRiG+UOD5RDzySNJUq/uy/d96LpOlWoAKAUkHm+aJlzX7VXA+b6PxWIB4Ljjk2UZiqLAYDCAJEnoug5hGMIwDBwOBwAgYRIEAUmYtm2RJAlc10VVVQjDELvdDnme07YQcBQRSZIgyzK4rksyQpZleJ4HwzDoWPv9no7dNA1M00Qcx1AUBXVdoyxLWJaF4XAIRVGgKAqm02lPDKmqiiiKelILAM7PzzGbzVBVFW5ubnB9fU2/i+MYu90OXdfBsizYtg3LsjAejympdTgcsN1uKSWV5zm6rqOdp9FoRNtMruvCdV0SOkmSII5jOidZliFJEi4uLkj0iaq8t2/fIkkS1HVNFXtZlkFRFJJCpmnC8zzouo66rnvpKCHswjAkufQ8/WWaJoIg6H0mDMOAZVl0bafTKaWrGIZhGIZhGIZhGIZhGIZh/lBhOcR88ui6Dtd1aW9GURSUZUnVbUIIiMcOh0PEcUzyATiKkyRJSG6I1JDjOFAUBU3TIMsy6LpO9W1FUdAWjkiStG2Lw+EA27ax2+1oCyfLsl5dnKhnE4ma5+ehaRps24YkSYiiqFeFJ0kSNE2jdE7XdXQesiyTGBLyRjAcDrHb7XrHAoAgCPDy5UtK/ogET9M0OBwOCMMQiqLA9324rgtJkmAYBtI0xXa7RVEUSJKEzkMIOFVVcXV1hdFohP1+D13XEQQBVFXFZrOBoihYrVZo25bOxXEcSlt5noe6rrHf75FlGaIoIqFTVRWJIV3XSVgJeSWeK5BlmSSbLMtQVZXq58Q2k6ZpME0Tuq7T9bcsiyrqTk5OKFnFMAzDMAzDMAzDMAzDMAzzhw7LIeaTx/d9dF2Hh4cHpGkKVVXpi/zndXKe58HzPFRVRbs8AlEZ13UdttstoigiYSC2fYR42Ww2yLIMtm1jOBzCsiySPGKjZ71e0+snSdITQ23bwvd9WJZFjxOI30mShP1+T7V2qqrShpBlWdhsNmjbFnmewzRNVFUF3/dpI0ekXxRFwXw+RxiGlIoSmKaJzz77DKvVCk9PTzgcDnTMKIqQZRlVwEmShDiOqRZOpLJEkkekhQDAtm386Ec/gm3bSJIEpmnCcRy0bYu7uztKOT1nMBigaRp0XUcbUdvtFnmeU41enudomobkkOM4lLhyXRej0QgvXrxAVVXY7/eUQjocDlitVvSZELWAYlNI0zSq43ue7AKOu1Xj8bj3WWEYhmEYhmEYhmEYhmEYhvlDh+UQ84NA0zRKnTxPeMRxjLZtP6pYE1tAwHGHR2zlxHFMG0Wu6yJNUzRNQ4mZ9XqNLMt6FW6+76NpGmw2G5RlSds2wHFryLZtaJpGmzhi12a5XNLjRJJlPB5DURRKHQFHGSTki+u6KIoCaZqSZBHJIdu24TgOvX/LsnB6eoo0TXFzc9NL0yiKgqurK8RxjIeHB4RhiDzPkWUZSR/TNOm1gaP0CYIAZVkiTVPaCxLnKUkSJpMJPvvsM0roGIYBVVURxzHu7u5QVRWCIKDzkCQJw+EQXdchz3MYhoHHx0eqARQJKZGSqusakiRhMBhQ0sd1XQRBgJ/+9Keoqgr39/fQdZ3+HoYhPM9D13WIoojup67rJLsGgwFc16XzMk0TJycnvYo5hmEYhmEYhmEYhmEYhmGYPxZYDjGfPJvNBuv1GoZh9KRPVVVomgaz2eyjlJAgyzI0TUMbNcvlEmVZwvM8FEWBLMuo6m2/3yNNU5imicFgAE3T6DWXyyXJDEFd19A0jZItQpIMh0Ps93tKArVtS5JJ13VsNhuqx7NtmzZ5BoMBVFXF7e0tnXPbtmjbFqPRCJqmwfd9AMB4PMZ4PEZRFPjw4QOlnwSnp6cAgNvbWxwOB0RRRBs8RVHAsiyYpklpIJFGEjVyeZ6TGBLnOZ/PMZlMoKoqxuMxiZjlconNZoOu6+B5Ht0LWZYxHo9hWRZ2ux2qqqL3Ll5XyDnxb3G9VVWl6rfBYIAf/ehHAIDHx0cAwOFwwMPDA6qqIulzOBzQdR09V1EUOgchgYTgGg6HvXvJMAzDMAzDMAzDMAzDMAzzxwTLIeaTR9S1PUeSJKpYe47YDAKOYmi322E+nwMA1us1JWbatkUcxwCO1XAiUSP2cIRMOD8/R57ndMzniISQ67qoqgrb7RbT6RRZlvWq6rquo+2c9XqNqqpgmiYMw8DhcABw3AwyTRMfPnwgmQQck0mTyQSapmE0GkFVVZyfn8O2bTRNg5ubG9oREoxGI9i2jevrayRJgt1u15MwrutSykqcl9hxSpIERVGQ4BFVfaPRCL7vw3EczOdzrNdr3N3dIQxDuo6GYdBxFUWhNNdyuSTx1nUduq5DWZZ0TVVVhSRJUFWV9oGEbBsOh7i6uoJpmri5uUFVVXh4eKAqQbE7JbaWbNuGaZqQJInEkDgny7Iwn897CTOGYRiGYRiGYRiGYRiGYZg/RlgOMZ88vu8jSZKeANB1Hfv9vvc413VJVGRZhu12S0mWJEkofaSqKqIoQp7n0HWdpIksy7BtG7ZtQ5ZlnJ2dYTKZ4G//9m97ryNqz8Sx8jzHZrPpbQkBR1lSVRVkWYbv+9hsNmiaBoPBAABIDIlky2q16lW4iYSP4zgYDodQVRXT6RS2bdMG03K5pNQNADiOA8/zcH19jTzPsdvtkCQJ2rbtXTuxtyQq2GRZRlEUlNyJogiO41DVnJBgk8kE9/f3ePfuXU+CiWvXdR3V50mShKenJxJiwDFF9XxnSSTBhIwSVXeKomA0GmE+n2MwGODu7g673Y42jQCQ5InjmB4v5JNIN4kU2XA4xGQy4W0hhmEYhmEYhmEYhmEYhmEYsBxifiDMZjPkeY7BYADHcXB9fd37vdj8AX4thoCjLCnLEnd3d1QBJ2rWhNwBjqJCVVXa9BkMBjg/P8e3335LYgU4SpvPPvuMpIh4LV3X4TgO1us1uq6DZVnoug5t28L3fex2O7RtC8/z0LYtoijqJVuSJCGxBQBN06BpGkynU/i+T9JEiKXNZoOnp6deoknTNDiOg8fHR5RlSe/zuRgS20VN06Cua8xmMxiGgTAMoWka6rpGHMfwPA+apiEIAjiOA8MwIEkSPnz4gMViQdVzAsdxUFUVbNvGdDqFJElUByjEUF3XiKIIuq7T+6mqCl3XkazSdZ2q34IgwGg0wsPDA96+fYv1ek2vpygKJElCmqawbRuj0Yh2mwzDwGg0gizLkCQJJycndN0YhmEYhmEYhmEYhmEYhmEYlkPMDwRFUfDy5UtIkoSbm5teWgYAJpMJnp6eemLIdV1kWYbb21uqK9tut5Q0EdVxpmmiqioEQUApHtu2EUUR1ZcJptMpiqIA8GsxJEkShsMhoihCVVWwLAu6ruNwOMA0TeR5jrZtoWkamqZBmqZQFIX2e+q6RpqmKMuSUkx5niMIAriuC9d1SXJIkoQ4jvHw8IAoiui8ZFmGZVmUTorjGIfDgcSQ4zjQdR2DwQBN08A0TZycnKBtW2w2G9R1jaZpUJYlfN/vbfW0bYs8z1EUBcIwxG63IyklKvC6rkMQBBgOh+i6DpvNBtvtluRPURTI85zkm2EYlCByXZfknizLmEwmlB76u7/7O5Jd36eqKkynU1iWRceyLAtBEECWZaiqirOzM1iW9Tt//hiGYRiGYRiGYRiGYRiGYf6QYDnE/GCQZZhWD1wAACAASURBVBmbzaaXWAGOlWF5nvfEkNi12Ww2JApEbVvbtgiCAJIkUXpoOBxiPB5T+mgwGOCrr77qvY5I5pRliTRNSRwNBgNK3FiWBdd1sV6voaoqNE0jiSOSLs/3g7quQ13XyLKMpFNVVTAMA4PBAKPRCJIkYTQawTAMlGWJ+/v7j6SVpmnY7/eQZRlZlpEkAo5iSFEUkkymaWIymaBpGqzX614yyrZtSJKE8XhMlW/i3IuiwN3dHYmkqqqovk1UzwnZdDgcUBQFuq6jFJTv+5TgieOYBJQ4T1VVMRgMsN/vaScpiqKeCGzblu6n2IMSYsj3fXieB+Aoic7OzigZxjAMwzAMwzAMwzAMwzAMw/wa/uaU+cFQFAU2m03vZ5qmYTgc4ptvvqHfiQRMHMckQx4eHlBVFYkhWZZhGAY8z6OqOoFt21gul7T/I5hMJh+JIdM0YZomlsslbNvGYDCgajnXdbHf79F1HSRJQlmWlBgSEkrU3ImdorZt0bZtbyNHyKS2bfHw8NATP8AxVRWGIW0crVYrSiB5ngdJkqg2T+wBCTEkKvCEmBLJHU3ToCgK6rqGLMsoyxLv379HnueoqgqSJEHXdZJqtm2TGArDkPaShPQyTRODwQBd1yGOY2iahrOzM8RxjLZtqeZuvV7DcRw0TUPSR9C2LYmryWSC3W5H10HU3wFHWTebzXhfiGEYhmEYhmEYhmEYhmEY5rfAcoj5QdB1HZ6enj6qk5vP53h6esJqtQIAlGWJKIqgqipkWYbjONjtdqjrmsSQSPTMZjPM53MSIwLDMPD+/fvezyzLgiRJSJKERI4syxgMBtjtdjBNE0EQ4HA4oKoq+L5PckPIIeCYchJbOIPBAKvVCg8PD/Q6YrdnPp9D13UAwMnJCWRZxtPTE7bbbS851TQNoiiC67qo6xpPT0+o6xpd18H3fUiSBEmS4Ps+VFXFZDJBXdfYbDZQVRWe5yEMQ7RtSykgIZKEjCnLEm/fvqVkkmEYVGM3n89hGAbatqV9IUVRqJYvyzISQ6JSz3EczOdzLBYLFEWBqqogyzLatoVt2yjL8qN0mJBRL168gKIo2Gw2dF1FykmSJMxmMwRB8C/+nDEMwzAMwzAMwzAMwzAMw/wxwHKI+UGw2+1+Y51c0zR4+/Ytuq5DlmVI0xRN00DXdbiui7ZtEYYhAJAgMQwDL168wOnpKeI47h3TMAw8Pj6irmv6mSRJ8DwPaZqSGAKOaZUsy6CqKv09SRLa6RFJJYHruiQx5vM5iSHxWnVdQ1EUzGYzSsH4vg/HcbDf77Fer3E4HOh4eZ4jTVNK5CyXS9r4EbtBkiQhCAJomobJZIKiKLDf7+G6Lmzbxna7RdM00DQN4/EYiqJA0zQAx6ROWZZ48+YN9vs9VFWl/R5N0/DixQsSQ1mW0XmKDaU8z6HrOjzPQ9M0yLIMlmXBtm18+PABRVHQFlPbtjAMA3Vd9/aFdF2H4zhQVRXT6RRpmtI1ECkokXI6OzuDbdv/wk8YwzAMwzAMwzAMwzAMwzDMHw8sh5hPnqIosF6vez/TNA2WZeHbb7+lvR+ROHFdl/Z1wjCEJEkkGADg8vIS0+kUuq73JBBwFEFit0ggdoaeiyHbtintEgQBmqbBbrejRM3zyjMhXETF2+XlJbbbLVarFYmOruvQdR0GgwEmkwk9bzqdIssyLBYL7HY7Sk4lSYIsy+B5HmRZxmq1Qp7nPTEkyzI8zyMxJOTVdDqFqqpYr9eo6xqGYWA0GlGFnaIoyPMceZ7jm2++QZIkkGUZpmnSeV1dXcG2bXiehyiK0DQNlssl4jhGURQoy5I2mqqqQhzHMAwDmqZhvV4jSRKq/JMkCYqi9GSa4ziYTqeQJAlt21JFnxCEz2WWaZo4OzsjqcUwDMMwDMMwDMMwDMMwDMP807AcYj55ttvtR3Vyvu/j/v4e2+0WYRiiaRoURQFVVTEYDCBJEmRZRpqmME2TxJDneRgOh5jP5/jw4UPvmKqqflRdpygKFEXpiSFFUeB5HvI8p9SOOMfhcIjD4UDHUBQFAGjn6OTkhLaTHh8f6Zht20LXdVxeXtJWznQ6Rdd1eHh4wH6/x//L3t3HSpbn911//87zYz3fuvf27Z7u8Tx4ZnbXO7YcGxvbMYI/IELCTiB/ECJZsRJFBEsJUggII/gDCRGCRDACkigkURQRIpHEUUhACjKRiARxENbi2ZnZme7p7tt9+z7UvfV86jwf/qg+v7k1M7uzMzu922N/X1Kr61adOnWq6u7+0Z/5fL9FUQDbYGi1WhGGIY7jMJ1OWa1WHwuGut0ujuMwHA71c8bjMaZp6hFwvu/ra7NtG9d1WSwWTCYTjo+PSdMUpZQeq2dZFi+88IIOhx4/fkyWZZyfnzOfzynLkqIosCwLz/NomobFYoHv+0RRxHQ6JUkSHMfBdd2d99+GSe0Oo+s7o9ogC7Z7ntrxfJ1OR4/dE0IIIYQQQgghhBBCCPHdeWbhkFKqA/w+4PcAPw4cAXuAD8yAbwL/APjLTdNcfkGv+S8Dfwz4iaevdQH8U+AvNk3zv36X57CAXwb+EPA6EAGPgX8E/NdN03zzi7hW8d3b39/Hsizd6PE8j6urKyaTiQ5tsiyjaRoGg4HesXNycqL357SOjo44OjpiuVx+rDWUpqneE9Rqd+dc1+/3ge2YOIDlckme5zowqqqKqqr063Y6HRzHodPp4Hke9+7d2xld1+72OTw81IFJEAREUcTx8TGLxUJf13K5ZLVa6fFs8/mc2Wz2sVFyw+EQwzAYjUasVitWqxVxHOt9PUVREEUR3W4XQAczjx494smTJ6xWK93SaVtSpmny8ssv88Ybb1DXNcfHxzoYmk6n1HVNVVWYponruliWxXw+x3VdTNPk6uqKLMtwXRfHcXSA57ouYRjS6XQIggClFKvVCtu2KcuSi4sLHbZFUaR3Ke3t7TEYDD7375UQQgghhBBCCCGEEEL8bvUsm0M/AfyP3+axPeD3Pv3zp5VS/1bTNP/b530hpZQC/nu2wdB1R8AvAr+olPqLwB9vPlpB2T3PEPhfgJ/8yEMvPf3zS0qpf7tpmv/h816r+OwMw2Bvb48oijg5OdG7f87OzgD0OLUoivA8j8FgoMeuXQ+Ger0er776qg5IrqvreqcdBNt9N3me7+wNCoKAMAx1sJNlGcvlEsdxsCyL5XJJURS6MdTuPnIch729PY6Pj7m4uNC7jpqmQSlFFEU66FBKMR6POT09ZTab6XFyq9WK+XyuWzhJkjCdTgF2gqHxeAzAaDQiTVMdtIRhyOXlJXme0+l0iOMY2DamHMfh7bffZjqdUhSFDoZ838cwDCzL4mtf+xovvvjiTjB0cnKir68NudqRf+1Iv7quybKMLMvwPE83nqqq0i2gNoACSJIE27Z3Aqr2PbYB1+Hhod7LJIQQQgghhBBCCCGEEOKzedZj5Y6B3wD+n6e3nwAGcBP414HfD4yAv6eU+j1N03zjc77Of8qHwdD/C/xZ4C7bQOffA3706eMXwK9+0gmUUibwt/kwGPrbwF8Crp7e96vAGPiLSqnH30uYJT6fpmn0SLbVakVd1zoY8jyPXq/HeDwmz3O9/6ellOLrX/86rusym812WkN1XbNer8myTN/Xjma7Hk60jZzrjZ/2dTqdDldXV1RVpRsxSik9/uzw8FDvGVosFjpwasOUGzdu6OsdDAbM53Mmk4keV7dcLpnP5zpcyfOcyWRC0zR67xDAeDzGtm263S5VVenAq9frMZ1OyfOcXq+ng5WyLGmahrt377JYLPRnXNe1HsfX6XT4yle+ws2bN8nznOPjY/I859GjR/r8TdPoz6zX6+kdUE3TYFkWSZLg+77eI7Rer+n3+4xGo53vqf0+r66udkK5NhhyXZcbN27gOM4X8BslhBBCCCGEEEIIIYQQvzs9y3DoN5qmeeE7PP63lFK/APwdwAH+Y+APfNYXUUq9zDYAAvhnwM81TbN5+vNvKqX+HvCP2Y62+zNKqb/SNM3dTzjVHwZ+7unt/7Zpmj9x7bF/qpT6h2xDrg7wa0qpN5qmKT96EvFsJEnCe++9p8OSzWazEwzFcczh4SFlWZKmKZvNZuf5t2/fZjweU9e1Hk/X+qRxcpZl7QRDsA1YtiW1rel0SlVVDIdDVqsVVVXp3TkA3W4Xy7IYj8dUVcXJyQnz+Vxfm1JKB06+7wPbppFpmpycnOj3ulgsWCwWeJ6nj5tMJtR1vRMMDYdD3Z5SSun3Gccxy+WSLMt0MFQUBev1Gs/zePjwoW4ytTuDXNclCAJu3LjBeDzmxo0bO8HQ8fEx8/lcv4/27+FwSJ7nOjQyTVM3gUajEUopiqJgf3+fXq+nP8umaSiKgiRJPvbddbtdPQJvPB7LfiEhhBBCCCGEEEIIIYT4Hj2zf2Vtmqb6Lo75u8A7T3/8ue907Hfwp/gw5PqVa8FQ+xoJ8CtPf7SAP/ltzvOnn/49vXb7+nneB/6zpz++Avxrn/N6xWe0Xq956623uLy8pGka8jwnSRLqusb3fR0M1XVNXdc7zRzY7ql57bXXAFgsFhRFoR9rz1VVH/66WpZFnuc71+A4DnEc6+PW6zVpmhJFEVVVkaYpRVHoMXZtwyeOY3zf5/j4mOl0uhNCKaWI41jvMIJtQ+bRo0dcXl7q5s98PsdxHDzPw7ZtJpMJZVnuBEOdTofDw0M9Bq5tMdm2rcfEhWGI53lMp1MuLi5wXZfHjx/rYKhtYrmuy3g85qWXXqLX63F4eEhRFBwfH5OmKQ8fPtTB0PWgZn9/H8Mw9D6lqqrIskzvB3IcB8Mw6Ha7etcRoL/Tq6urjwVDvV6PbrfLjRs3ODg4kGBICCGEEEIIIYQQQgghvgDPw7+0tv9a7n3WJz7dNdSGNO80TfN/fdJxT+9/9+mPv6Cu1z+253kFeOPpj//T00Dpk/zVa7d//2e9XvH5fPDBByyXS/1z29iJooher0cQBLiuS9M0lGW5c6zjONy5c4c4jj/WGmr3+FwfJ9fuyPmowWCgg6GiKJjNZnq3znw+13uG2pFyvV5PP37v3j0uLi7IskwHU7Zt61F4bdMoCALOzs6YTCZUVcXl5SXz+RzbtvV7vLq6oiiKnWAoDENefPFFLMvCMAzdElJK6QZUuwPp7OyMzWZDt9vl+PhYh1XtOLkgCLh9+zY3b97EcRy9v+j4+JgkSTg+PmaxWADo0XlN03B0dIRt27z//vukaUpd17Trvdp9UVVVYVnWTgOr/Q7a93xdv99nf39ff39CCCGEEEIIIYQQQgghvhg/0HBIKfU68ObTH9/5Tsd+Gy8CR09v/+NPObZ9/CZw5yOP/ewnHPcxTdOcAt96+uPPfHeXKL5XL730EkEQANvmT7s3p9vtYpomURTRNA2maepxa7ANYPr9Prdu3dLPvd4aWq/XH2sItWPPrgvDUIcr1wOmfr/PfD6nLEuUUvqYds+QaZo8ePCAs7Mz8jzXQYxlWZimqZtF7euuVivOz88py5KLiwvW6zW2bROGod6VlGUZYRjqYMj3fV566SXCMKSuazabjQ7HLMtis9lQVRVlWbJer2mahiiKODk52RmbZ5omQRBw584dvQcoiiLCMOTRo0csl0tOTk70udv9QlVV6c/3G9/4hg6i2uvr9/v0+33yPMf3/Z0dQ+1n2YZN141GI1588UWOjo50G0sIIYQQQgghhBBCCCHEF+P7Hg4ppQKl1CtKqX8X+A3AfPrQn/8cp3v92u1PC5euP/76Rx77POe5pZQKP+VY8QXwfZ/XXnuNuq5JkoTRaKSbM0opHd6sVisdwLSh0Xg8Joqij7WGqqpiuVzutFWUUjstm/a+662VNgzq9XqkaUqWZZRlqQOMIAgwTZMsy/TeoHZcW13XmKaJ4zj4vk+n08EwDD1W7ezsjCzLdLvHNE09lu56MNRen+u63Llzh8PDQ1arFWVZMp1O9bXmeU5VVTRNo5s6rutyfn6ux7e1+5oA7ty5o1s9lmWxt7fHyckJ0+mU8/NzHeKYpollWdR1zdHREavVim984xvkea5Hx8F21N2dO3domoa9vT0Gg4F+v1mWMZlMPrbXCeDo6IjXXnttZyeREEIIIYQQQgghhBBCiC/O9+U/yVdK/RLwV77DIX8O+Buf49S3rt1+9CnHHn+b533e8yi2LaR3v8OxH6OUuvkphxx8lvP9btHuFxoOh3oMG2zHvSml9Bi2qqp0oOP7PkdH22LZcrncaQTN53N9bOt6yNOKokiHMZvNhiRJ8H0fx3E4Pz8nz3N9PaZpYts2V1dXNE2jg6eqqthsNriui+/7wDakadtQ6/Wa1WrFZrPh/PycqqowDIM4jomiSF+r53k6eHEch6OjI1599VWOj4+p61rvZGrfVzvyzbIsHRAtFguSJNHXYhgGq9WKF198kTD8MOs8ODhgMplwdXXF1dXVThvJsiyqqqLf73NxccHFxQVlWeK6rr6+IAh44403UErp99l+xmmakiTJxxpaSileeeUVjo6O+MjkRyGEEEIIIYQQQgghhBBfoB/0vKbfAv540zT/9+d8/vVFJKtPOXZ97Xb0jM7z3Tj+9EPEdVdXV1xcXGAYxk4w5HkejuMA2/AnSbarouI4xjTNnV03l5eX+nlZlrFer3WQ0SqKAs/7cPWVUooo2n7FbSvHsiy63S6TyYQ8z/UItXa/ztnZ2U57pigKVqsVYRjS6XQoy5KqqnRDZz6fs16vWa/XXFxc6PPEcayPr+sa27Z1YGLbNoeHh3z961/XwcxsNtPHVlWF4zh6x087Vs4wDLIso9vt6hCsKApu3bq1EwwNBgPSNOXi4oKTkxP9uRqGgeM4ZFmGZVlMp1OWyyVpmuK6rg7RfN/nZ3/2ZwmCgPPzc33eJEnI85w8zz8WDDmOw1e+8hX6/f5n+M0QQgghhBBCCCGEEEII8Xl8v8Khvwv8s6e3feAl4A8Cvwj8DaXUn2ya5u9/jvN6127n3/aorezabf8ZnUc8A0opyrLUo9Dgw2DIMAwd3FRVRRzH2LaN7/scHGxLWE+ePNFhRNM0etRbG+A0TaMbQa2iKBiPxxiGQV3XelzbcDhktVqRZdtfgzZ8SdOUoih29gHlec5ms6Hb7TIYDGiahvl8ThAEOI7Der3m6uqKLMt2wqs4jnWA077nNhgyDIPxeMybb77JZrNhsViwXC7ZbDY0TcNms9H7h9rmUJZl+vXacXywDWTiON4JhjzPw3Vd7t27x/3793dCHNu2SZKEpmkoy1LvUXIcRwdD3W6Xn//5n6fb7fLBBx8A29bXbDbTI/vKstz5fuM45itf+cpOw0gIIYQQQgghhBBCCCHEs/N9CYeappkBs2t3/SbwN5VSfxj4a8CvK6V+uWmav/oZT319YYnzKce6125vPvLYR8/z8UUo3915vhsfHWn3UQdsPx/xVL/fZzKZ6J+DICBNU90yaUelhWGom0TD4ZA4jjk/P9d7iAAd7FxvIBVFgWVZOjSp6xrP8wiCQI9ry/Oc4XCodxW1LaM0TVksFhiGQRiG+rxpmlKWJaPRiMFgAMD5+Tm2bdPtdsmyjOPjY/I81yPbAMIwpN/vEwQBRVF8bCdPv9/n61//OoZhcHZ2pl+/aRrdUKrrGtgGSW2rZ7lc6uBKKUW326UoCjqdjj63Uop+v8+7777Lw4cP9XnakXTz+RzTNDFNk7qumc/nesycZVmMRiPefPNNhsMhp6en1HVNXddcXFyQ57k+V8s0TYbDIS+//PJOY0sIIYQQQgghhBBCCCHEs/UDHSvXNM1fV0r9q2xbRP+NUurXm6aZfoZTLK/d/rQRb+G12x8dHffR83yncOg7nedTNU3zHXcaya6VjyuKgqZp6PV6FEXBZrMhCAIMw6AoCubzOY7j6IAhiiIODg6YzWbMZh9mkmVZ6oCj1bZ+2pCkaRryPOfo6EiPoyuKgjiO9Z6hNlyaz+fM53Nc19U7fNr2jmmaHB0dEYYhSikuLy9xHIfBYEBVVdy9e5fNZrMT/niex2AwoNfrYds277333s7nEAQBP/ZjP0YYhpycnJBlmW40rdfrndFzSim9D2m9XuN5HrZtY1mWHht3PRgC6HQ6/PZv/zbn5+c7wVBVVfpc7Wc3m80wTRPHcQjDkMFgwO3bt7lx4wabzYb5fE7TNEynU7IsI8uynWaQ7/uMRiNeeOEFXNdFCCGEEEIIIYQQQgghxPeP8emHPHO//vTvEPhXPuNzrwctNz/l2OuNnY/u/fk852k+8jzxjEynU5qmwfd9siyjrmu9C2g+n1PXtQ4e2vaLUmpn30177EcbQuv1eie0WK/X7O/v68ZLURS4rkscx8znc9I0pWkaLi8vmU6n2LatA5KmaUjTlCiKuHXrFlEUoZTS+40GgwF1XfP+++8znU53giHHcdjb2+Pg4IBOp8ODBw92WjaWZfHmm2/S6/VYLBbM53M9Hm+z2ei2U/sZVFWFaZpkWYZSCs/zUErp9tP18XftmLi7d+8ymUx2Rsm1wVAbLrUNItiOgxsMBgyHQ0ajES+99BJN03B2dgZsW1rz+ZzFYrFzbf1+n/F4zO3btyUYEkIIIYQQQgghhBBCiB+AH2hz6KmLa7dvf8bnfvPa7dc+5djrj7/9Kef5re/iPMdN06y/w3HiCzIYDFBK8d5771GWJWEY6uAjz3M9Sg4+3Nfz5MmTnXO0bZ7rgUyWZRiGgWVt/2fQBjuu63JxcUFd15imqZs26/WaLMuYzWaUZYlhGDiOo4OqoijY29vb2evThln9fp+6rnnvvfc4PT3dCaksy2I8HvPiiy9iGAb37t3TO41gO37t5Zdf5ujoiLIsOTs7Yz6fUxQFWZaRJAn9fl+HSW3rp90L1DaE2vF211/7+li72Wy287pN01DXNb7v60bSarVCKcVgMCCOYzzPw/d9vvKVr2AYhm4KJUnC48ePyfNct7wMw2Bvbw/f97l169bOaD8hhBBCCCGEEEIIIYQQ3z/PQ3Po6Nrtzzqm7QPg5Ont3/spx/7c078fA/c/8tj/ee32tz2PUuoAePXpj//ku7tE8b2yLIuiKOj3+3Q6HaIoomka1us1pmnqoMMwDKIo0iPNWu3um3bvDWxDkeujzsqypCgKBoMBk8lEByyDwUCPo1ssFkwmE8qyBLaj0a4HH0dHR3S7XX09ZVnSNA1xHNM0De+99x5PnjzRx7fXfHBwwBtvvIFt2zx58kQ3c9rH9/f3ef311wE4OztjuVySJAlFUbBarXRD6aPW6zVRFGEYhh6Lp5TCsiyapmGxWHBxcaHbQEmS7Dz/euMItgFbO96v1+vheR6mafK1r30N27YpioLJZMJqteLevXvkeY5pmro1NBgMCIJAgiEhhBBCCCGEEEIIIYT4AXsewqF/49rt/++zPLHZJgDtWLrXlFL/3Ccd9/T+tvHz68315GB7nm/xYZvoDyqlAj7ZL127/Xc+y7WKz+/i4oLlcqlDjjYscl1XBzWw3TVUlqUOdlrt192OS2v3DLmui2EY1HXNcrlkOBwynU7189u2z+XlJefn53q/D7CzZyiOYw4PD3caTLANdjzPo65rvvWtb/H48WMdzsA2fDk6OuLHfuzH9Di266/fjmB7/fXXsSxLj5KbzWZUVcVyudRj7ZRSKKV06LRcLgnDEMuy9Fg8pRSmaZLnOefn5yyXSxzHYblcsl5/WIKzLAvbtrFtW19L21Lq9/v0+30d7rzxxhu6OXV+fs7l5SUPHjzQz2t3LnU6HQaDgQRDQgghhBBCCCGEEEII8Rx4ZuGQUuqXlFLepxzzp4Df9/TH++w2eFBK/bxSqnn6569+m9P8V0CbEPyaUsr/yDl84Nee/lg+Pf6T/Lmnfw+AP/sJ1/oS8B88/fEuEg5937iu+7FmjG3bbDYb/bNhGJRliWmaO8dZlkVd1ywWC2AbFLU7elzXpWkalsslvu+T57kOktp2UtvSaUevAboNMxgMGI1G9Pt9Hcq0j9u2jWEYNE3D3bt3efTokb7u1q1bt/iJn/gJ0jTl4uJC7zSCbTDU6/W4ffs2g8GAoig4PT3l8vJy5/20zaD2M2gbVW0o1I7Fax+bz+dcXFzosXibzYbFYkHTNJimieu6OI6DYRg7YdpqtaLX69HpdPTr/dAP/RB7e3sAXF5e8v7773N+fk5VVcB2j5Jt2wRBwCuvvMLNmzd1MCaEEEIIIYQQQgghhBDiB+dZ/kvtfwL8l0qp/5lt6HOX7di4GPga8IeAf/7psTnwR5umKT/hPN9R0zTfUkr9OeDfB34c+CdKqf/86eu9BPwZ4EefHv5fNE3z3rc51V8D/sjTa/oTT0fI/SVgCvwE8B8BHaAGfuXzXKv4fDqdDpZl8fjxY+q6JooiLi8vd/bjKKV0INNyHIeqqnbGxKVpSlEUhGGIYRis12u9x+j68+DDMWqnp6f6McMw9Gi067uFrj/XdV0dJj18+JDj42NgGwy1IdedO3f4yZ/8yZ02UJIkOpzqdDqMx2OOjrZTF09PT5lMJrox1H4Otm1TVRWmaVJVFZvNhqqqdvYMWZbFZrNhOp3q4KbdJ7RcLmmaBt/39f2AbmTVdc16vSaO4533u7e3x+3bt6nrmslkwjvvvKN3MrXCMCQMQ958801c1/1M37kQQgghhBBCCCGEEEKIZ+dZ/2f8A+CPPv3z7TwC/kjTNP/oe3id/xAYsw13fhT4m59wzF8GfvXbnaBpmkop9QvAPwB+D/AHnv65Lgf+naZp/uH3cK3icwiCgNu3b5MkCZPJZKfJ07Zg2v1BsG3vBEHA22+/rYOhsiz1HhzHcciybGf8GqDHs5Vlie/7fPOb39TntCwL3/d56aWXdsKklu/7RFHExcUFAI8fP+b+/ftUVYXneTpYuXPnDj/1Uz+lg6HLy0uKotA7kTqdDqPRiP39fTzPYzqd8uTJE9I0ZbVaUZYljuPgIw3GRQAAIABJREFU+74OhpqmoSgKkiSh1+thGAa9Xg/btlmtVjsj8Zqm0a2o9vWKoqCqKnzf1wETQJZlOI5DFEU6NIuiiNdff50sy3RotdlsdkbThWHIcDjkjTfekGBICCGEEEIIIYQQQgghnjPPMhz6F4F/CfgXgNeBfWAIpMAZ8FvA3wf+VtM0yffyQk3T1MAvP20p/TG24c4ImAC/CfyF7ybQaZpmopT6abZh1r/59LpD4AT434E/3zTNW9/LtYrPz3EcFosFm81GN1TyPEcptTNeTSnFcDjkrbfe0sFQO26tPbYsS66urjBNUwc9dV1jWZa+791339WBTbvbZzAYfGIwFMcxnU6Hx48fA3B2dsYHH3ygdyO113Z0dMTP/MzPMJ1OdTDUtnNgG9T0+33iOGY4HJKmKR988AGr1YrNZrPzfpumwTAMDMMgTVOWyyVRFOlgzPM80jTdCYZgOyYuyzJs28bzPJIkoSgKOp0OeZ7r99y2i+I41sGbbdt89atfZT6f61BrPp+zWq30+V3X5datW9y5c0eCISGEEEIIIYQQQgghhHgOPbNwqGmau2xHu/2F7+Ec/wegPu24a8f/A7bNn8/t6bi4/+7pH/EcaQOdtvFSliVpmtLr9XYCm9FoxP3793XIAdsRcYZhEIYhTdNwcXFBXdd6X1BVVTRNQxAEdDod7t69q1/HdV1s28Y0TQ4PDz92Xf1+n263y8OHDwGYTCbcvXuXLMt02ATbUWw//dM/zXw+1+FQVVWkaUpVVXp0W6fTYW9vD6UU3/zmN5nNZqRpqncsxXGsdym5rqt3Irmuq681jmPSNNW7iVrtHqF2H9F6vSbPc3q9HgBJss1pLctiNpvh+z6dTkePw3v11Ve5uLjQu5FmsxmLxUKHcEEQ8MILL3BwcEAcx5/7uxZCCCGEEEIIIYQQQgjx7BiffogQz4fLy0vyPNdhymKxIAiCndZQv9/n8vJypy1TFMXOXqGLiwu9d8jzPMqyJMsyBoMB3W6Xk5MTptOp3sVj2zZlWXL79m0d9LTG4zHD4ZCTkxPquubq6oq7d++S5zmGYWDbNrDd/fPjP/7j5HnO1dUV0+mUPM+p65rNZkMURYRhSL/fx/M8Op0Ob731FrPZjDzPdbPI8zyCIKCqKsIw3Bnn5vs+Sil6vR6r1YokSXRoA+jxdm1gtVqtyLKMTqeD53l6/5DruqxWKyzLotPp6LF1o9GI+Xyug6E0Tbm6uqIsS0zTpNPpMBwO6fV6jEajZ/RbIIQQQgghhBBCCCGEEOJ7JeGQ+FLI83ynpbJcLvWotzb0iaKI9Xqtd/4AemRb236ZTCakaYrneURRRJ7nJEnC4eEhcRxzeXnJ+fk5RVHg+z6WZVEUBQcHB0RRpM+rlOLGjRv0ej1OTk7I85zpdMq9e/fIsoy6rnUw1O12+epXv4rrukwmEz0aD7ZNnTAM8X2fwWCAYRiMRiPeeecdJpMJdV3rkW2WZdHv9ymKgjiOSZKENE3J85w4jvWeoeVyiVJqpzkF25Fw7S6h5XJJnudEUUSn02E2m1GWJUEQ6J1DcRzjeR51XaOUwnEcmqbRn+vZ2Zn+LDudDq7rMhwOOTw81E0jIYQQQgghhBBCCCGEEM8fCYfEl8JkMqEoCjabDavViqqqdlpDnueRZRmLxUI3W5qmIUkSoijSrZ4kSXBdlzAMKcuS1WrFzZs3iaKI5XLJkydPKIqCIAiwLIs8z+l2u4zHYx14GIbBzZs3ieOY8/NzkiRhNpvxwQcfkKYpZVli2zZKKeI45od/+IfpdDpcXFzoEXCwbTRZlqVDFcuyCMOQk5MTTk9PaZqG1WpF0zQ6jGobUFmWkWUZ6/Va7xmKoojVaqWbPy2lFIZh6B1Ci8WCoijwPI/BYMB6vdbtpSzLSJJEf7ZVVbHZbNjf398JfKbTKavVik6nQxiGGIZBt9vl1q1bWNazXGUmhBBCCCGEEEIIIYQQ4nsl/4ornnubzYblcslyuWS9Xutgow1TLMuiqirdLmrleY5lWSilmM/nLJdLTNPEdV2apmG9XnPnzh3iOCbLMh4/fkxZljiOo/cQBUHAeDzWLSDDMHjhhRdwXZfZbMZsNmM+n3P//n02mw15nmPbtt5v9Morr9DpdJhOp2RZpsfdtQ0cz/MYDoc4jqNbQqenp8B2bFu7I+jmzZs6dGofWy6XeJ6H4zg4jkOapgRBoMOn9nqVUlRVpYOhqqqwbZvhcEhd18xmMzqdDlmWsVqtcByHbrerP6ObN2/uBD7t59zpdPQ4P8dxePHFF/E871n9GgghhBBCCCGEEEIIIYT4gkg4JJ57y+WSoii4uroiyzJgu1+nbczAtoXTNooAyrIEtq2Zoih0YOK6LoZhkGUZN2/epNPpUBQFjx8/pmkaHXY0TYNpmvT7feI41teyv7+P67qs12vOzs5YLBY8ePCAzWZDWZZYlqWDoR/6oR/SY9rKsuTq6kqfx3EclFJ630+e57oZVdc1RVGQJAkAN27cwDRN0jQliiIddFmWRRAEOvzxPI80TfWeobbp046Xa0fymabJYDAgCAIePnxIFEWUZclyuaSuaz3ebrVaMRqNdt5/u6vooyHQCy+8QK/X+yK+biGEEEIIIYQQQgghhBDPmIyVE8+98XhMXdc6GAqCANM0CcMQpRRlWVJVlQ6A2jFsWZZh2zaz2Yy6rvE8D6UUdV1zcHDAYDCgqirOzs6oqkoHQ61er0e/39f393o9Op0OeZ5zcnLCcrnk/v37JEmiwyjTNAmCgJs3b+L7vm7sXF5e6tAmCAKqqiIMQ+I4Jk1TZrMZRVHofUWr1QqlFHt7e7iuy3K51KPvkiShqqqdHUhts6cNgtpgaLlc0jSNDoaUUvR6PQaDARcXF3iep8fXZVlGHMc4jsNisSCKIobDoX6NtlHV7ktqDYdDbt68+cV82UIIIYQQQgghhBBCCCGeOQmHxHNvPp8zmUzodruEYYjrugRBgGEYOnCZz+c6FGrbLb7vs9lsSNMU27Z1M6jX6zEajajrmouLCz2urQ2f6romjmPCMNQNGc/z2Nvbo6oqHj16pEfJZVlGWZbUdY1lWfi+z+HhIWEY6hbTZDLR4VEbaNm2TbfbJUkSLi8vdRsJYL1eo5Si2+1iGAaLxYIgCFiv16RpSpqmus3TvmfP8/TzlVI0TcN0OtXBUvs5tfuT2vAJ0HuaXNcljmOWyyW+77O3t6ebWe2ouYcPH+58N7Zt89prr30sWBNCCCGEEEIIIYQQQgjx/JJ/0RXPvUePHgHoEEQphe/7OtzIsozNZoNhGLiuy2KxwDRNLMtiNpthGAZN02BZFpZlsb+/j1KK2Wym72+DFdiOrHNdl263C2z39hweHgJwcnLCdDrl/v375HlOnud6VJvv++zv7+tRdY7jcHl5qfcGBUFAEARkWcZgMGC1WjGdTrFtW4+Qa8fC2bZNXdc6uKqqSu8ECoIAy7IoigLDMOh2uywWC/0ZlWXJ5eWlDpTaYKjf73NwcIBhGKRpCmybRXme0zQNvV6P5XKJ4zgMBgN83we2wdD+/j737t3T52q9+uqruK77xX/pQgghhBBCCCGEEEIIIZ4ZCYfEc++1117j1q1bOuRxHEcHEk3T6AAojmOm0ylZlhEEgd5VZFmW3jU0Go1wHEc3Z+q6Jk1TqqpCKaX3+HQ6HT2q7fDwEMdxuLi44Pz8nPv371OWJWma6uaO7/uMx2M6nQ7r9ZogCLi8vNRj3nzfp9frsVqtGAwGLJdLFosFTdNQ1zV1XesAqK5rDMPAtm2UUjiOw2azYblc4nkeruuy2Wx0m2e1WunryPOc2WxGGIbkea4bS8PhkMPDQ6Io0ruZ2s8nz3M6nQ5pmmKaJnEc62DMcRyOjo549OiRDqBa+/v77O/vf79+DYQQQgghhBBCCCGEEEJ8QSQcEs890zR55ZVX+OpXv4rrugwGA/3Yer2mqip6vR6Xl5ckSUIQBADMZjN838eyLAzDwHEcRqMReZ5jWZbe3dPu0DFNkyiKcF1X7/MZDAZEUcR0OuXRo0c6GNpsNjRNA2wbQePxWAcv3W6X6XSqgyHP8+j3+xRFoce2rVYrYNv0afcSLZdLyrLULSSAOI5Zr9ckSUIURboN5HkeYRhSFIVuJiVJwmKxwHEcmqbRY/L29vY4PDzE8zzKsmS1WrFerymKgjRN9d4hpRRxHDMYDPTnNR6POT095fz8fOc7CYKAl19++Zl830IIIYQQQgghhBBCCCGeLQmHxJdCG3aMRiPd6GnbL8PhkPl8rsfJeZ7HbDbDtm0cx9F7cw4ODsiyjKZpmM/nwDZQadtIvu9jmia9Xk+3gYbDIUmS8MEHH/DgwQOqqtKj39oxd+PxGM/z2Gw2xHHMYrHQwZDruvT7fQzDwDRN5vO5DqOKotCj4xaLBVVVYRiGDqZ832e1WpHnuR4lt1gsdHuoHUfXNA1JkpAkCaZp4jiOHlN3cHDAwcGBDr4ePXrEZrMhyzL9WbT7mOI4Jo5jXNfFsiw8z+PRo0dMJhP9fgAsy+LFF1+UcXJCCCGEEEIIIYQQQgjxJWX9oC9AiE/TNA1PnjzRo+BabTCUJAmXl5c0TUMYhpRlSZIk9Ho93Z4JggDf90mSRI9wa3cGua6rx7cFQaADpcPDQ6qq4lvf+pYOhrIso6oqTNPEtm329/exbVvvGErTVL9m23JqQ6oHDx7olk9VVTRNo0faVVUFQBRFOkiq65o8z3UTaLFY6BF57Qi9tvnUvqbv+3p/0tHREcPhEIDRaMQ777xDmqYkSUJZluR5vtNQ8jyPOI4pyxKlFIvFQo+/aymlGI/H7O3tPcuvXAghhBBCCCGEEEIIIcQzJM0h8dw7OztjuVzu3FcUBb7vU1UVp6enVFWF4zjYts18PqfT6eixbwDj8ZirqysMw9C7gtbrNa7r0jQNvu9jGIbetXN4eIhpmrz99ts8fvxYhylFUeh9QOPxWO8tAqjrWoc0juMwGAywLIt+v8/9+/d1MNS+dpIkGIahWzlhGGLbNlVV4XkeWZZhWZYOhuq6JggCer0e8/mcoihIkmQnAGsbQ7dv39bB0HA45PT0VI+za5qGzWajA64oirBtm06noz/nqqq4vLzcCYZM02Q0GnF0dIRhyP91CCGEEEIIIYQQQgghxJeV/AuveO51Op2dxhBsR5tZlsXJyclOuJKmKYZh4Hmevr/T6ZCmKZZl6V0/7Qi2pmkIgkAHQ4ZhMBwO8X2fb37zm5yfn7PZbCjLkizLdnbxtNfUhkNt+GPbNsPhEMuyGI/HvPvuu5RlCWyDoclkQpZlhGG4Eya5rkuWZXQ6HX18XdcsFgvKsqTb7bK3t8dms2Gz2bBer/V7dByHoihQSnHnzh0dcrVNoJOTEx38bDYbHa61Tal2ZF0YhtR1zfn5OWma6s87jmPG4zGj0Yg4jr/Ir1cIIYQQQgghhBBCCCHE95mEQ+K5FwQBN2/exDAMlFI6nHjy5IkeoRYEAUopsiyj2+3q0EUppX9uw5uyLCnLEtM0cV1X/x0EgW7mvPPOO5yfn7Ner/XotnbH0HA4RCmlm0ntiDjYBkPtXqTxeMzdu3d1yFIUBRcXF5RlyWAwoCiKnevI85xut4vjOGRZthMM9ft9jo6OyPOcq6sr0jTVAVK7U6mua27fvq0/n3Yv0dtvv81isdB7m9brNXEc4/s+lmXpvUWDwYAsy7i4uNBj7togrNPpsLe3x8HBwTP/voUQQgghhBBCCCGEEEI8W7JzSHwptAFRnuecn59zeXnJdDoF0OFKWZYEQaB39QAMBgM9Rq79k6YpnudRliWO4wDQ7Xb12LS7d+9yenpKURR6LxFsG0i2bWOaJmVZYts2aZriui6w2xja39/n+PiY2WxG0zQkSaKbPoeHh9R1zWazoWkabNvWjaROp8NkMtHBELATDJ2cnFDXtQ662tet65o7d+4QhuHOZ/LWW2/p3URVVbFYLAiCAM/z9Li64XDIaDRiuVzqsXSGYdDpdAjDEMMwODw8JIqi78M3LYQQQgghhBBCCCGEEOJZk3BIfGn4vs98Pme1WnF6eqrbOu1YuHYPznw+B7ahSfscy9r+qmdZhm3b5Hmuw444jnWwc3x8zJMnT/ReoDaI6ff71HWN53k6XFqtVvq1LcvaGSV3enrKxcUFAGmastlsyPNcj6NbLpcURaHbSkophsOhvn+xWOB5Hq7rMhqNKMuSBw8efCwY8jwPpRS3bt3SwVD73t999119DXVdM5vNsG0b13V1WNTtdhmNRlxdXenzBkFAp9PBNE08z+PGjRvYtv0sv1ohhBBCCCGEEEIIIYQQ30cSDokvjTRNmUwmPHz4UO/5cRwHx3HwfV8HMO24tcFgoAMewzB2gpU2kDFNkyiKCIKAi4sLLi4uqOuaLMuoqoo8z+n3+8B2TNt6vSYMQ5Ik0S0i0zR3GkOTyUSfpx1J1wZMjuMwm83IskyHMLBtJVVVxWq1IkkS4jjGsiw9+u3+/fsAO8GQ4zjYts14PNbBUF3XKKW4d+8ek8lE39eOlbNtW+9K8n2f4XDI5eWlfqzb7eomVK/XY29vT4duQgghhBBCCCGEEEIIIX5nkHBIfCk0TcPp6SmPHj3SY95gG/LEcUxRFHp8G2wbNYZh6DAH0Lt1PM/Te3p6vZ5+bD6f610/SZKglCIIAkzT1CPmLMvSY+ra1xiNRti2zf7+vh531+48SpKEoijwfZ8gCJjP56Rpiu/7O7uBgiDg9PSUsiyJogilFEopoiji0aNHOrBqWZZFGIYMBoOdYGi9XjOfz/XIvaZpWK1W5HmO7/v6vZumSb/fZz6fo5Si0+nsvO7BwYEOroQQQgghhBBCCCGEEEL8ziLhkPhSWCwWPHjwgOVyqe9rg6EgCDg7O9NtH6UUvV5Pj1EzDIOiKCiKAtu29Z4hz/OoqkqHSqvVCoDNZqMDFMuyWK1Wum3TBkW9Xg/DMNjb29sJhtbrtd4VlOc5aZrqIGc2m7Fer3Uw1I7C6/V6rNdrmqbRrR2AKIo4Ozsjz/OdYMg0TXq9Ht1uVwdDZVlycXGhR9K1+5U2mw1ZluH7vt4fBNumUpZleJ5Ht9vVY/ccx+HGjRs71yGEEEIIIYQQQgghhBDidxYJh8Rzr6oq3n//fc7Pz/V9hmEQhiE3btzg8ePHOggBCMNQN3263S5N07BcLnUTqNWOUqvrWjdtqqqirmvCMKQsS91Eao/P85xOp4NlWboxNB6Pubq6Issyrq6u9LHr9RrYhliLxUIHQ1EU6ebScDgkDEPOz891ANW+vyRJSNP0Y8HQcDgkiiIdDKVpyuPHj7FtW4/Ra+9vG0PtfqW6rvF9X4+Q831fnzuOY/b39/W1CSGEEEIIIYQQQgghhPidSZaJiOfe48eP9c6dVhiGvPzyyyyXSzabDWmaUtc1tm0ThiHT6VTvFUqSRI9ra3cPVVWF67pYlsXl5aU+b9M0utXTnlMppUfJBUGA4zgMh0MdDE2nU/I8ZzabUVUVsB0nV1UVvu+T5zmbzQbbtomiSLdyxuMxN2/e5OHDhzRNo68hz3P9mm3gBaCUYm9vjzAMddgzn8+5d+8etm2TZZneSVQUBUopbNvWgVie55imyf7+PuPxWAdDSinG4zE3btyQYEgIIYQQQgghhBBCCCF+F5BwSDz3zs/P9Tg0ANu2efnll2mahvl8Tl3XO62hxWKBYRg4jqPbP2EYYts2VVWxXq8JgoAoiri6utKBjud5WJaFbds63DEMg7IsUUrheR6+7zMYDHAch/39fWazGXmes16v9TVUVUWapti2jWmaJElCXdfEcYzv+xiGwcHBAS+88ALvvfceZVkC6PF2lmVR17UeTwfoEXbtSLqmaTg7O+PBgwcEQUBVVfr125CsDaeUUnpU3p07d/RIPNjuLrp16xb9fv/Zf5FCCCGEEEIIIYQQQgghngsSDonn3o/8yI9w+/Zt3fw5OjpiPB4zm81I01S3ejzP00FIEAR6tJvjOARBQFEUzOdzoihiMBiwXC7JsgylFIPBQO8kuj7Kra5rvZsnDENc18XzPP36bVtnNpsB6NeH7Ti5+XxOlmV0Oh3CMMQ0TQ4PDxmPxzx48EDvObo++i4MQyaTiX7/lmXR7/eJoog4jinLkuPjY87OzvQeofY87fOzLMN1Xd2csiyLw8ND4jjW5w2CgNu3b++MlhNCCCGEEEIIIYQQQgjxO5/sHBLPPcdxePPNN7l79y7n5+d87Wtf4/HjxywWC+q6Jk1TlFK4rst8Pse2bR3yVFVFt9ulKAqWyyWe59Hv98nznOVyiWEYjEYjHTA5jsPp6Smw3e/TjoPrdDoYhkGn02E0GrFYLMiyjLqu9Z4hpRRlWZJlGVEUsVgsSNMUz/PodDoopej3+wRBwMXFxc6eo+VyiWVZ7O3tcXx8rN+767oEQUCn0yGKItbrNU+ePCFJEjzP0++5aRp838d1Xa6urlBK6daSbdsMh0PG47E+73A4ZDgc7uw5EkIIIYQQQgghhBBCCPG7g4RD4kvBMAxeeeUV7ty5w3Q6Zb1ek2UZSZLQNA1hGLLZbPT4tqqqSJKEbreLUorVaoVhGHq83GQy0aEJwHK5pNfr6WCmHSeX5zn7+/tYloXruoRhyGq1Ik1TYLvzpyxLDMPAsiyurq5wXVeHUW34ZBiGHmWXJAmr1YqyLPVxjuMwGAx48uQJdV0D22aP7/uEYUgYhlxeXjKZTMiyTO8SWq/XVFVFv9/HNE1msxlFUeA4DpvNBsMwiKKIGzduYBiGbi6FYfiD+SKFEEIIIYQQQgghhBBC/MBJOCS+VOq6ZjqdslgsqKpKByV1XZPnOa7rYlkWi8WCIAiwbZvlcknTNERRhO/7zGYzHcYYhsF0OiWKIj0mDj5sDcVxjOd5AERRRFEUFEUBQJIkJEmCYRh4nsdkMtGNnfPzcwD29vawLAvDMOj1ehRFoVtLaZqyXq/1yLrlckme5wDEcYzjOLiuSxRFnJ+fM51OKYoC0zSJoog0TSnLkhs3btA0DdPpVDeF2tF2URRxeHiI4ziYpsmtW7dwXff7/bUJIYQQQgghhBBCCCGEeI7IziHxpXJ2dkaapuR5TpIkwHb0Wtvk8X2fLMuoqorBYKDHvLmui+M4lGWJaZoMh0MMwyDPc5qmAdBj3izLIs9z6rqm1+sB4HkeZVnq6yjLktlsphtBbdjj+z5XV1c0TUOn09H7fOI4RimlQ5z1es16vcb3fRzHIc9z1us1pmnS6/VwHAfLsuh2u0wmE66urnQo1Tajqqri1q1bKKVYLBa6qZRlGU3TEAQBw+FQj8S7efOmBENCCCGEEEIIIYQQQgghJBwSXx7z+ZzNZsNisdAj31zXZb1eU9c1nuehlGK9XjMajXQwBNsRbVVVURSFHjXXNI1u7kwmE6qqAtABSxsgNU1DURQ6WGmaRu/1ieOY1WrFer3GdV091s33fTqdDoAeRwewWCy4uroiTVOCIMBxHIqiIE1TLMui0+lgmia2bdPtdlmtVlxdXelgKo5jDMPAMAxu3bpFXdcsl0uWyyUARVFQVRW+79Pr9RiNRpimyc2bN3UDSgghhBBCCCGEEEIIIcTvbhIOiS+Fqqq4uLhgs9lQFIUe51bXNU3ToJTC932SJMHzPLrdLlmWsdlsCMOQqqooyxLf97Gs7TTFNqCZzWZ6DJvneWw2G1zX1WFK0zS4rott2wB6pF2322WxWJBlGXVdk6apbilFUYRlWdi2Tb/fRynFZrPh+PiYoij0yLv1eg1sx9i1wY/jOPi+T9M0nJ6e6mCo3UFk2zb7+/s6GFosFtR1TVmW+j3GccxoNMK2bY6OjnSDSQghhBBCCCGEEEIIIYSQcEh8KUwmE8qyZLFYkOc5RVHo8W/tCLWyLKmqitFopIOaNqBZr9fYtk0URcB2d5FhGMznc9I0paoqHTa1jSCllG4TxXEMwGazYb1e0+v1mM/n1HVNkiR6/5Fpmriuq8fFdbtdvb/o/v371HVNGIbYts1isdA7ksIwRCmldwO5rquDJEAHRo7j0O/3qeua2WzGcrmkrmuKotDBUBiG9Pt9wjDk6OiIIAh+MF+aEEIIIYQQQgghhBBCiOeShEPiuZemqW73tK0h0zR1cNK2bZIkIY5joigiSRLSNCUMQ5Ik2QlXYNvUSZJkZ3dRu1fItm0cx6FpGt0QsiyLsiyZTqf0+33d1lmv13r/T13XeoSc53lEUYTjOGRZxsnJiR5N1wZDnuftXFP7WBAEnJyc6D1KpmkShqFuJLVj7dbrNXmek+c5ZVnq88VxTL/f58aNG3qcnRBCCCGEEEIIIYQQQgjRknBIPPdmsxlN0+jWUFmWOriB7bi1NE3xfV+Pk8uyDM/zqOt6Z9QboJtESZLokXC2bVPXNQC+76OUIssyHMfRgcx0OiUIAtbrtd551AZLZVniuq4+Po5jPb6uDXLaRtBiscCyLIbDIU3TAB82g9r3u1gsAHSLyXEcOp0OhmFwdXXFZrMhTVPdonJdV7/HwWDA0dGRfr9CCCGEEEIIIYQQQgghxHUSDonn3v7+PkEQUFWV3jXUBkOWZWGaJnVd4/s+URTp8MZxHD1OzvM8PM/DMAzKstSB0/VdQ7ANY1zX1U2gXq+HYRgsl0vdEGoDpdlspl/btm0Mw6Db7TIYDKiqCtu22Ww2zGYz/Rqr1QrLsjg6OtKvbds2nU6H9XpNXdecn5/r9x5FEaZp0u/3MU2TyWRClmUkSUJRFHq8XhtKdbtd7ty5o8fgCSGEEEIIIYQQQgghhBAfJeGQeO41TUNRFDooqeuapmkwDAPP8/T4uE6nQ1EUbDYbXNfVu4TaEW+wHd325MkTmqYhTVPqusbzPGzbJs9zvZ8nSRKi/5+9e421LE/v+v79r/ta+77PPpfqqurp7hnPBGNHwlyUCTFGQAwvTECIi+yAIYBahFWnAAAgAElEQVRi8QJFQKRYDlGMIivwJgIJRJAgGWwRggkZICaOMSI2vgiSSSSwmfRMj3umq6q769z3Pvu27v+82Gf/p864p7u6u86pqu7fR9ra677WXqf7Tf30PE+3S5ZlFEXBfD7H933yPHdVRMYY9xye59Htdtnf33dVTG3bcnh46Cp71us1xhh2d3evBEPj8Zjz83OiKOLtt992vzvLMsIwZDQaEQQBZ2dnlGXJxcUFVVW5GUfb39fpdPjUpz5Fv9+/+T+SiIiIiIiIiIiIiDw3FA7JM282m1GWpaus2QqCAGstSZIQRZFr+WaMAWC9XuP7Pmmautk+Dx8+dFVB27BmMBiQ57mbXbQNXYbDIbBp82aMoSxL196ubVs8z8P3fYwxBEHA3bt3XSWP53lcXFwwn8/xPI+qqmjblm6366qXwjBkZ2fHVSAdHR25iqgoikiShE6nQ5qmnJ+fk+c58/ncBWDbcCzLMpIk4dOf/jSj0ejm/0AiIiIiIiIiIiIi8lxROCTPvCAIyPOcxWLhgh3P84jjGGstYRgyGAxc4ON5HsvlEsDN4dmGO4vFAoCiKLDWMhgMMMawXq/Jsoy2bVmtVgwGA9I0ZbFYUJalq1baPsM2mGnbFmMMd+/exfM8N+uormtXBRQEgWs9NxwOWa1WbubQYrFwlUl5ngPg+z5ZlhEEAYPBgPl8znq9ZrFYkOc5RVHgeR5pmhLHMWma8sorr7C3t/d0/kAiIiIiIiIiIiIi8lxROCTPvDRNMcbg+77bFoahmzO0rbLZzhcqy5K6rt252/Zsb731FoALkR6t3AmCgDAMWS6XJEnCcDikrmtms5mrRHo0KMqyjLIsAdjd3aXX63FxceHa1x0dHVFVFUmSuOPG47GrZtrZ2aEoCqbTKVVVuTDLGEOv18PzPHZ2dmiaxoVDq9WKuq6x1pKmKWEY0u12uXXrFp/4xCdu5o8hIiIiIiIiIiIiIs89hUPyzDs6OmI6nZIkCXEc4/s+QRAQRZFrC2etpW1biqK4UjXU6/UIgoCTkxOstQBubtCdO3dcxU6appRlSVVVjEYjoihiOp0Cm8BmuVxSFAWAmyfUti2DwYDJZMJqtSKKInzfZ7VacXJyQhiG7p5pmhIEAU3TMJlMsNZyenpK0zSs12t3XK/Xc78pCAKm06mrLLLWUtc1aZri+z69Xo/xeMxnPvOZm/6TiIiIiIiIiIiIiMhzTOGQPPPquiaOY5qmoSgKgiBwn23lUFVVWGtdMAS4mT2+77t2ctuqodFoRBiGTKdTwjAkCAKWyyVpmjIYDFitVuR57trRbVu5eZ5HGIbkeU6/33czfvI8p9Pp0Latq1BK09QFSuPx2B1jjOHo6IjVakXbtlRVBeBayaVpSq/XY7lcsl6vmU6nWGupqso9a6/Xo9/v85nPfOZKRZWIiIiIiIiIiIiIyHtROCTPvFu3bnHnzh2SJCEMQ6IoIooiAPr9PrCZ6zObzVwLN9/3GQwG9Pt9Hj586K61bSd3cHDA6ekpZVmSpimr1QprLTs7O3iex2w2c6HLer0GwFpLlmWsVit6vZ4Ln6bTqXuOs7MzVqsV3W7XzRAajUbuubrdLqenp8xmM8IwZLVaAZsqpziO8TyP0WhEXddMp1NmsxkATdNgrSWKIrIsYzgc8sorr9DpdK713YuIiIiIiIiIiIjIR8+1hkPGmO8wxvyQMeYnjTH3jTGFMWZhjPmyMeZzxpjvfAL3+K3GGPs+Pz/zTa71tcc8/2sf9rnl8YVhyGQyIcsyOp0OcRwD0Ol0CIKAJEmYz+euOgg2VUP9fp+6rl1I07YteZ6zt7fn5gltQ6ZtVc9gMHBzhrZVPXVdu4qhtm1JkoQoihgOh6zXa+I4JggCyrLk6OjItZcryxLf94miiLZt6Xa7zOdzTk5OiKLIhU6+75NlGcYYxuMxvu8znU5ZLBZudtJ2flGSJIzHYw4ODtjZ2bnJP4OIiIiIiIiIiIiIfERcWzhkjPlZ4P8BfgT4XcAdIAI6wLcAfxT4F8aYHzXGRNf1HN/El274fvIhnZyckGUZYRjieR7GGHq9Hp7nEQQBx8fHtG0L4Gb27O7u8uabb7prrNdrF+qcnJy4+T2LxQLP85hMJlRVdaU13Xq9xvM8FwrleU4URSRJ4uYLbdvJvf3227RtS6fTcRVB24DKGIPneTx8+NAFT03TYIyh2+2635MkCavVitls5lrZ5XlOEATEcczOzg47OzvcunULz1Phn4iIiIiIiIiIiIi8f8E1Xvv25fdbwN8Hfg64B/jAZ4E/d3nMH7l8ju/7gPf5v4Fvf4zj/irwXZfLf/s9jv1HwJ9/l/3lY9xPnpDlcslqteLi4sIFQL1eD9/3mUwmfOUrX3FhDGxatO3v77uABTZt2fI858UXXyTPcy4uLojjmLIsaduWwWBAp9NxVT3biqFt9U+apuR5TpIkeJ5Hv9/n/Pyc4XCI53mcn5+zWCzodrs0TeMqfYwx7pnefPNN6romyzIXQHW7XVdd1Ov1aJqGk5MT1us1xhjyPMdaS5qmDIdDdnZ22Nvbc9VTIiIiIiIiIiIiIiLv13WGQ68CPwT8A2tt8w37/qUx5seAXwA+DXyvMeavW2t/7v3exFq7BH753Y4xxgyBf+9y9SvW2l98j8tOrbXvek25Oev1mqIoXKDieR6dTocsy7DW8vbbb185fjgcMh6P+dKXvnTlGmma0u/3eeONN2iaxlUNbUOm5XKJtZamadw5QRBgrcUYQ13XdLtd+v2+q0KKoog8zzk7OyMMQ8IwZDab4XkeURS5cGg736jb7brfkaYpQRBgjGE0GuF5HicnJyyXS1dZtA2Zut0uu7u7dLtdhsPhTbx2EREREREREREREfmIura+VNba77HW/vg7BEPb/Sdsqoe2fv91PQvwh4BtqcWPXeN95BqMx2PiOHbVMv1+H9/32d/f5ytf+YqrDoLNfKK7d+9yfHzsZvpsK4D29vZYLpcsFosrM3/6/T5hGLJYLFwY1DQNdV3Tti1pmrpwKQxDgiBgtVrR7/dp25bT01OKoiDLMsqypK5rd1zbtiwWC1d1VBQF1lqiKCJNUzzPYzAYEIYh6/Wa8/NzqqrCWkue5/i+T6/X4+DgwFVEiYiIiIiIiIiIiIh8GE97aMnPPLL8yWu8z/dfflsUDj13zs7OAJhMJuzs7JBlGZPJhKIorswUAhiNRqRpymw2A8Bay3K5pNPp0O12OTo6cpVATdPg+z57e3vMZjPiOHZB03bW0DbgsdYSxzH9fp/ZbMZgMMDzPKbTKavViizLMMawXq9dmziA+XxOWZauQqiqKoIgoNPpYIxxVUFt23J8fExZbjoWbtvd9Xo9dnd3ybKMnZ0dd10RERERERERERERkQ/qaYdDj/5Ld3sdNzDGfBL49y9Xf85a+9XruI9cnyRJCILALSdJwmg04tVXX6Wua3ecMYZXXnmFs7Mz17ptG/aMx2MWiwWr1YowDK9s31YIba+1DYPqur4yayhNU4qiIAxDV020XC4xxhCGoQt0PM8jDEPm8zmwCaiSJHFzhDqdDp7n4XmeaxE3m81YrVY0TUPbtpRlSZqmTCYThsMhcRwzGo1u5oWLiIiIiIiIiIiIyEfa0w6HvuuR5Vev6R7f/8jy337Mc36LMebfGGOWxpiVMearxpi/Z4z5vWY7REZuTLfb5aWXXmI4HGKM4eDggNls9quqhiaTCW3bslqtsNa65U6nQ6fT4ejoCNiEPwBBEDAej5nNZiRJ4sKhoijcTKKyLLHWkqYpSZKwWq0YDAY0TcN0OnUzgay1rFYrADfLqK5rmqah0+m4FnZRFLmgazQa4fs+VVVxfn7uqoa27eQmkwmTyQRjDPv7+3je0/7fVUREREREREREREQ+CoKndWNjjAf84CObfvyabvWHL7/XwP/ymOe8/A3rL11+/iDwC8aYP2StffMbT3ocxpg773HIwQe57kfddsbQeDzG8zx+6Zd+iaqq3H5jDHfv3mW9XrNYLABYLpeubdt8Pme9XhNFkQthJpMJy+WSNE1dsNO2rasciqKIi4sL4jim1+sxn89J05QgCDg9PaWua9curigK2rZ1VUnbVnK+79O2rWtht52b1O12SZIEz/M4PT11lU5VVdE0DZPJhIODA3zfZzgckqbpTb5uEREREREREREREfkIe2rhEPBngN90ufx5a+0XnvQNjDHfCbzyyD0u3uOUEvjHwD8FfhmYAUPgs8CfAu4Cvxn4aWPMZ621sw/wWPc/wDlyKQxDDg8POTw8vLJ9Z2eHpmnI85ymaSjLkrqu6XQ6ZFnGvXv3CILABUphGNLpdJjP58Rx7KqJrLWUZUmWZRRFgbWWbrdLVVW0bUu/32e5XJLnOcYYPM/DWst6vcZaC2wqj7ZVPlEUsVgs8H3ftZsLw5Ber4fneazXa05OTrDWYq2lKAo6nQ537txxVUaTyeQG37CIiIiIiIiIiIiIfNQ9lXDIGPNdwF+8XD1iE7xchz/yyPKPPsbxv8laO32H7T9jjPmrbCqPvhv4NcB/DfzZD/+I8n6s12sePHjg2rTBJugZjUZYa1ksFrRty3K5pNPpEMcxFxcXFEVBEAQuwNnd3WU+n9PpdLi4+HpmuG3pFoYhi8WCKIrIsozVakWWZcBmPpDneS5Q2rahA1xVku/7riIpiiIX+sDX28klScK//bf/9sp1fN/n7t277ti9vT1837/OVyoiIiIiIiIiIiIiHzM3PsTEGPNrgc+zCaYK4A9aaw/f/awPdJ8Y+AOXq28B/+y9zvkmwdB235xNW7nTy03/qTEm+gCPdvc9Pr/xA1zzY8Fay+HhIScnJ1e2Z1lGHMeUZUlZlqzXa4IgIIoioiji+PiYMAzdTKE4jt3+oijcdTzPI8/zKzOChsOhqzbqdrtMp5v/RLajp7ZzjbaVRYALfpqmIUkSqqpyFUPdbpcoiphMJnzxi190167rmqqqeOGFFxiNRu5+vV7vul6niIiIiIiIiIiIiHxM3Wg4ZIx5mU3LthHQAN9rrf3Za7rd72HTEg7g71hrmw97wcs2cv/z5WoH+A0f4BoP3u0DPPywz/lRdX5+znw+Zz6fu21pmpJlGZ7nsVgsqOvaBTzGGM7PzzHGuGAINtU46/WaOI5dOBSGIbPZjCRJgE0F0bb1XFVVrs1cURTEcewqhdbrNWVZYq11reS2c4m2LefatiVNU3zfp9frsbe3x2uvveYqlqy15HnOaDTi1q1beJ6H53ns7e3dyHsVERERERERERERkY+XGwuHjDEvsKneeQGwwB+31n7+Gm/5/Y8sP05Lucf1xUeWbz/B68q7KMuSk5MTjo+PXWs43/cxxjAYDGiahtVqxXK5dGERwGKxuNJOrtfrUVUV/X7/Sjs5gKqqSNPUVQ1NJhO3nKYps9kM3/dd67iqqpjP565lHWxCpjiO3Xyh9XrtqoaGwyGdTofT01Pu3//66KmyLImiiFdeecVdZzKZEIbhdb1OEREREREREREREfkYu5FwyBgzAX4aeOVy05+21j7JwOYb77cH/M7L1f/XWvvLT/LyT/Ba8piOjo6oqorz83O3LUkS1zpusViQ5znWWpIkwVrLxcUFcRy71m2+7zMcDvE8j7quXRu4LMs4OTmh0+lgraUoCjdraFs1tA2SfN+nbVvatnX33IZBsGlD92j1Udu2ZFlGmqYkSYIxhi9+8YsurGqahrquefnll915SZIwHA4REREREREREREREbkO1x4OGWMGwE8B33q56QettX/tmm/7fWxmGsGTrRqCr/8O2Mwykmt2cXHBcrnk/PzcBTrbGUOTyYS2bZnP56xWK9dOrigK6rrG8zx3zmg0Yr1ek6Ypi8UCwFUCGWOI49hVCu3t7bFYLLDWUlUVVVXheZ4LmvI8ZzabuQohgMFgQJZl1HWNtZb1ek0URYRhSL/fx/M8XnvtNfI8B3BB1MHBATs7O+737u/vu5lGIiIiIiIiIiIiIiJP2rWGQ8aYDPgnwHdcbvoRa+1fus57Xtq2lKuB/+lJXfQy6PpDl6sr4AtP6tryzVVVhbWW09NTAIwx+L7vqntWqxWLxYIkSQjDkLIsXVC0nSkUxzFhGBIEgQuAALrdLqenp2RZRtM0bqZQkiSUZemCIdgESdvQZ1vBFMcxsGknt7e356qStlVMWZbR7/cxxnB8fMzZ2dmV35VlGXfv3nXbxuOxqyASEREREREREREREbkO1xYOGWMi4PPAb77c9FestX/+A1znjxlj7OXnhx/j+F8L/LrL1Z+01h4/5n1+lzEmfZf9PeDHgW2Jx9+y1haPc235cHZ2duj1ejRNA+DmAk0mE6y1nJ+fu3lB1lqWyyVhGGKMceeMRiPKsiQMQxcYpWnKfD4nCIIrodH+/j6z2cztA1zVUFmWzOdzqqrC932CIMAYw507dwjDkIuLCxcgbUOmLMuYTqdX5iW1bYsxhpdffvnKvKJHK4hERERERERERERERK5D8N6HfGB/F/juy+V/DvwtY8y3vcvxpbX2y0/gvn/0keW//T7O+0Hg7xhj/lfg54FfARbAEPgs8KeAbYnHl4Af/tBPKo/t8PCQwWBAWZbUdU0YhvR6PVarFbPZjE6ng+d5LJdLqqpiMBi41nHbYMnzPNfSbdtG7ujoiE6n46qGsizD933Ozs4Iw9DNEgLcnKGyLAFchc/Ozg77+/vcu3cPgPV67aqGhsMhFxcXnJ+fu/NgM2vohRdeoNfruW37+/tX7iciIiIiIiIiIiIich2uMxz6fY8s/zbg37zH8W8AL32YGxpjPDbzhgDOgZ94n5cYA3/y8vPN/Avg+6y1Z+9yjDxBFxcXTKdT105usVhwcHCA53kcHx/j+z5xHLvZQ8PhkLZtXXVPr9ejKAp833eVRP1+n7OzM6IowvM85vM5xhh2dnZ48OABTdPQ7/eBTZDUti2r1YqmaajrmiAI8DyPXq/HJz/5SU5PTymKgrZtyfOcOI7p9Xp4nsfp6akLpWATDA0GA/b29ty2fr9Pp9O52RcrIiIiIiIiIiIiIh9L1xkOPQ2/Hbh9ufz33mfbt//88vzPAp8BJmyqhlbAW8C/YlMN9U/ttjeY3IjtrCFrLYvFAs/zGI/HrFYrLi4uGA6HwCZE8n2fJElc1dC2nZy1lrquMcYQRRHWWsqyJEkS6rqmLEs6nQ7T6ZSqqkiSxFXxbCuOiqK4MsMojmM+8YlPYK1lOp0CuFlD3W6Xfr/Pw4cPXWi0/Q1xHHPr1i1833fX393dvbkXKiIiIiIiIiIiIiIfa9cWDllrzRO6zueAzz3msT8NfKD7Wmu/AHzhg5wr12tbJfTVr36VpmnY2dnB933efvtt1wauLEsWiwX7+/u0bUtRFG7mz3q9pmkaN9un2+1yfHzs1tfrNcZs/rNZLpfAZh4R4KqSjo6OXNVQHMeEYchLL71Ev9/nzTffpG1bVzWUJAmj0Yj1es10OqWua/dbjDFMJpMrVUJ7e3vuWURERERERERERERErpv+RVqeeWma8sILL7BarUjTlCRJuLi4IM9z+v2+q9zJsowwDF3As7u7y3q9pixLF76kacp6vQYgCALquma9XuP7vgt40jTF8zx832cymfC1r30NwFUNRVHEiy++SJqm5HnuqpS2s4aGwyFJkvD6669fCYbatqXf7zMej922LMsYDAbX/g5FRERERERERERERLa8p/0AIo/j6OgIz/MYDoeEYcjx8TGdTgfP81itVhRFwWAwcFVD29AINq3cti3i4ji+Uim0WCyo65okSVz4kyQJQRCwu7tLnuesVivquqZpGuI4Zm9vj16vR5ZlvPXWWwCuaihNU8bjMefn5y402j7D9prboMoYw/7+/o29QxERERERERERERERUDgkz4HFYnElaJlOp7RtSxiGNE3DbDaj1+vh+z5FUeB5Hjs7O25O0DaMybKMxWKBMcbNEZpOp4RhiDGGtm3Jsow4jplMJvi+z9HREQBlWQKb4Gh3dxff95nNZlRVBeCqkfb29mjbljfffPPKb7DWsrOzQ7fbddt2dnaIouj6XpyIiIiIiIiIiIiIyDtQOCTPvDzP3fJ6vWY2m7mZQPP5nLZt6Xa7WGvJ85zxeExRFFhraZoG3/ddINS2LdZaqqri5OSEOI5J09RVDfV6PSaTCZ7nsVwuWSwWVFXlqoa2oVGSJBweHgLQNA15ntPtdun1ehweHlKWpatW2oZOk8nEVSxFUcRoNLrJ1ygiIiIiIiIiIiIiAigckufAZDLh7t27hGHIdDrF8zw8z6MsSxaLBd1ulyAIKMuSMAzp9/sURUFRFIRhCGyqhpbLJb7vU1UV5+fntG1LFEWuaqjf77O7u+sCnMPDQ9cuzhhDHMeuLdzR0ZFrW7etGrp16xar1YrDw0NXrQRfbx+3fRaA/f19Fx6JiIiIiIiIiIiIiNwk/eu0PBeyLKPT6RDHMWEYYq1lOp3i+z5ZlgFQFAV7e3ssl0tXHRSGIZ7n0TSNm090cXFBURTEcUwURZRlSRRF3LlzB8/zsNayXq9ZLBauoujRqiHf95lOp8CmaqgoCsbjMXEcc//+fdq2dcFPVVWMRiN6vZ77LYPBwD2ziIiIiIiIiIiIiMhNUzgkz4XtfKC2bQFYrVaUZUmapi7gSZKEMAypqoo8z908nyzLyPOcpmm4uLigrmuMMQRBgOd5+L7P7du3CYLAVQMdHR1R1zV1XeN5HlEUMZlMyLLMtZODTdWQ7/scHBxwcnLCdDp1923bljiOOTg4cGFREATs7u7e5KsTEREREREREREREblC4ZA886y1HB4eUlUVRVHQNA2z2YwoikiSBIC6rtnb22OxWNC2rasGCoKApmlo25azszMAyrJ0FUiwqeTpdDruXnmec3Fx4drFRVHEzs4OcRxT1zXL5dLdsygKdnd3aZqGBw8e4Pu+C4KapuH27dsuLIJNOznf92/mxYmIiIiIiIiIiIiIvAOFQ/LMm06n5HnOfD4HcN9BEBBFEXVd0+12sdbSNA15nhPHMcYYut0uy+WS1WqFtZa6rl2Ak2UZWZbR7/ddO7m2bTk+PnbBkOd5rqXccDjkzTffdM+1Xq9dcPTgwQO3Dpt2csPhkMFg4I7v9Xp0u92bem0iIiIiIiIiIiIiIu9I4ZA88x6dA1SWJcvlkjAMSZLEVemMRiPm8zlt21IUBVEUEUWRqxoqyxLYzCUKw5But0sYhldmFm3nB52fn1PXNbCZNTQcDhkOh5yfn7vr1HVNWZYcHBywWCw4Pj4miiI8z3Mzh7YzjAB832dvb++mX52IiIiIiIiIiIiIyK+icEieeYPBgMFgQJIkzGYzNysoSRKstfT7fcqypG1b1uu1C416vR6LxYL1eu2qhrbnDQYDrLX0ej0X6ACcnJy4tnHbqqHd3d1fNWtotVrR6XTodDq88cYbNE3j2tRVVcXt27eJ49gdv7e3RxAEN/jWRERERERERERERETemcIheea1bctyuSQIAowxBEFAHMcuvOl2uywWiyst5ZIkcZVAj1YNRVFEr9ejLEvXWm57j6IoODk5cfeN45h+v8/t27d56623qKoK2FQNNU3D/v4+R0dHzOdz9zzbFneTycRdp9vt0u/3b/CNiYiIiIiIiIiIiIh8cwqH5Jl3cXFBnuccHx9jjAEgSRLCMKTT6bBYLFzbuW1I0+/3mc1mbnZQXdcYY4jjmCzLaNvWzRpq2xZrLYeHh+R5DmzawCVJwu3bt2nblvPzc/c8q9WKwWCA53k8ePAA2Mw/2s48eumll1w7Oc/z1E5ORERERERERERERJ4pCofkmReGoWsPt10PgoBut0sQBKxWK+q6pigK0jQlyzKqqmK5XLrZQdtZQ5PJhPV6je/7pGkKbKqGVqvVlaqhbYXRJz7xCe7fv++us60eGo/HvPHGG9R17QKpoii4deuWuy5s2slt282JiIiIiIiIiIiIiDwLFA7JM69pGjcfKAxDkiSh0+kQxzHz+RyA9XpNFEX4vk+v1+Pw8BBrLYBrK9fr9Yjj+MqsoaZpaNuWt99+2wU/QRCQpimf/OQnOTs7YzqdumfZVg2tVitXTRQEgQuJbt265Y7NsozBYHAj70hERERERERERERE5HEpHJJn3rZqKAxD+v0+SZIwHA6p65o8z6mqirIsSZKEXq/HfD5327azhNI0ZTQasVwu8X3fzRpqmobZbOZCJthUDQ2HQ/b29vja177mtpdlie/7DAYD7t27h7WWOI4xxlBVFa+88gq+7wObdnIHBwc3+p5ERERERERERERERB6HwiF55gVBwN7eHnEcA5uWbr7vc3FxAWyqeYIgII5jwjDk5OSEIAho25Y8z/E8j9FohOd5WGsZDocYY6jrmrquefjwoasuCoKALMv41Kc+xf3799122FQnTSaTK7OJgiCgKAp2d3fp9Xru2MlkonZyIiIiIiIiIiIiIvJMCp72A4i8l729PdI05ejoiMViwXg85uTkhLIsKcuSuq7p9XpkWcbZ2RnGGLevaRpGoxFRFFEUBVmWkSQJsJk1dHJyQlEU7l5xHHNwcEAcx3z5y19228uyJI5jgiDg8PDQHdu2LZ7n8eKLL7pj0zRlOBze0NsREREREREREREREXl/FA7Jc6HX69HpdJjNZu5jrWW1WuH7PkmSUBQFeZ4ThiGLxYKiKIjjmG63C4Axxs0AquvazQ16tGqo3+9z69atK+3krLWs12teeuklXnvtNdq2xRiD7/vkec6nP/1pgiBw9zg4OMAYc7MvSERERERERERERETkMamtnDw3PM8jTVPOzs5omsZVBiVJgud5lGWJ53lUVUWe5/i+T7fbxRhD27autRxAVVUcHx9T1zXWWgCSJOH27dsURXFlBlFZlgwGA6bTKYvFAtjMJarrmuFwyM7Ojjt2MpkQRdENvhURERERERERETmLi+4AACAASURBVBERkfdH4ZA8V05OTri4uHBVQ8YYF9Q0TUMYhszncxcaJUlC27ZX2slVVcV0OmW9XlNVFQBhGLK3t0eSJDx8+NDdz1pLWZaMRiPu3bsHbEIqz/No25ZXXnnFHZskCaPR6AbfhoiIiIiIiIiIiIjI+6dwSJ4bZVny9ttv07YtRVHQti1xHLvKH8/zKIqC1WpFmqZEUYQxBs/zXDs5gNVqxWw2o2kamqYBoNvtsru7y8XFhWsztz12b2+PN954wx0bhiFFUXD37l3iOAY27eT29/fVTk5EREREREREREREnnkKh+S5cXJywmKxcDOArLVu9o+1Fs/zmE6nxHFMEASkaUpRFOzu7rp2ckVRMJ1OKcvShUBxHHNwcECe5yyXS3e/uq7xfZ+2bTk/Pwdw98qyjIODA3fseDx2lUkiIiIiIiIiIiIiIs8yhUPyXGiahgcPHmCtJc9z2rYFNlU8sKkaWq1WVFVFFEV4nudCnEdDm4uLC1arFW3bUtc1AKPRiCzLWK1WrjoINkHS3t4e9+/fd9VJYRhS1zWvvPKKC5yiKGI8Ht/IexARERERERERERER+bAUDslz4fj4mMViQdu2blZQFEWEYYjv+9R1zXw+d0FQHMcURXGlume5XDKfz6mqys0a6nQ67O7uMp1OXVgEm2Co0+mwXq9Zr9cABEFAWZbs7+/T6/XcsQcHBy4oEhERERERERERERF51ulftOWZ17Ytb7zxBgB5nrtZQZ1OB9i0elsul/i+fyWkGQ6HBEHgrjGbzcjzHGstZVnieR6TyYSmaWjb1lUHbb8HgwFvvfWWW9/OL7pz5467x2g0Ik3T638JIiIiIiIiIiIiIiJPiMIheeYdHR2xXC5d1dB6vabX6+H7PlEUMZ/P8TwPYwywafPWti2j0chdYxsM1XXtqob6/T6dToflcnmlnVxVVXS7XebzOavVyl2zqir29/eJogjYtJibTCY39RpERERERERERERERJ4IhUPyzFuv1wRBwHq9Js9zPM+j2+26/duwZ8vzPPr9PnEcA1CWJYvFgvV67aqGgiBgOBy6+UXbiqOmafA8jyzLePjwIdZafN+naRriOObWrVvuPmonJyIiIiIiIiIiIiLPI/3LtjzzXn75Zb7t274Nz/No25Z+v4/neSRJwsXFBUmSUJYlsGkxF4Yh3W7XVRKtVivKsqRpGuq6xlrLeDzG8zy3/qhOp8N0OiXPc3fNpmnY29tzgdNwOCTLsht8CyIiIiIiIiIiIiIiT4bCIXkuzOdz0jRld3fXVQ21bUsQBFcCniiKiKLIBTdVVbFarViv1249TVOSJHFh0XYukbUWz/OI45jj42PatsX3fcqydPcGCIJA7eRERERERERERERE5LmlcEieeev1mjfeeAOAJEnwPI80TSmKgiAIXIWPMYYkSUiSBN/3AcjznNVqRdu2NE1D0zT0ej2ste4Dm2DIGEOWZZyenlIUhdsOsLu7S5IkAOzv77vri4iIiIiIiIiIiIg8bxQOyTPv9ddfp65rt26Mwfd9jDHUdU3TNFhrSdMUz/PodDrAZn7QfD53VUNlWbpwyfd98jwnDEMAF/b4vs/5+TlN0xAEAW3b0ul0GI/HGGPo9/tX5h2JiIiIiIiIiIiIiDxvFA7JM++Tn/wku7u7eN7mP9c0TamqCuDKXKBt8LOdC1RVFcvlEmstbdtS1zVZlrkZQsYYPM9zIVCWZZycnFCWJZ7n0TQNADs7O6Rpiu/7rrWciIiIiIiIiIiIiMjzSuGQPPOSJOFbv/Vb+ZZv+RZ6vZ5rKWetpSxLYBMYGWPodrsYYzDGcHZ25sKjqqqI4xjP8wjDkNVqRRzHGGPcfay1zOdzV6VkraXf7zMcDvE8j729PTefSERERERERERERETkeaVwSJ4Lvu9z+/Ztdnd3XeCzDYiCICCKImATEsEmDJrP526uUFmWhGFIkiTUde2qhuI4pq5rOp3Olaqhtm3xPI/RaESn06HT6dDv95/a7xcREREREREREREReVIUDslzYzabsV6vWS6XwCYc8n2fMAzxPI8kSQiCgDiOOT4+pigKYDNraLs9CAJWqxVpmhJFEVVVYYyhqipWqxVVVdG2LQCDwYBer4fv++zv7z+13y0iIiIiIiIiIiIi8iQpHJLnQlVVHB0duWCorms3N2g7Y6jT6WCMoSgKZrMZAG3bUhQFQRCQZZmbVRQEgZs9tK0aqqrKzTXyfZ9+v0+n02EymRCG4VP41SIiIiIiIiIiIiIiT57CIXkuHB0dUdc1i8UC2FQNRVGE53n4vu9axHU6Hd588003i2gbDG0rgFarFVmW0e12Wa/XeJ7Her2mLMsrVUPD4dAdNxqNntrvFhERERERERERERF50hQOyTPv4uKCxWJBnue0bYu1lrZtqeuaJEmATdVQEASs12tXNdQ0jTsmTVPKssT3fTqdjqsgyrLMzRqy1gIQhiHdbpder8f+/j7GmKfzw0VEREREREREREREroHCIXnmbYOcbdVQVVX4vo8xxrV7y7KMfr/PG2+8QV3XwKZqaBv0GGNYr9dkWUYQBOR5ju/7LBYLFyJtjcdj0jRlf3/fhU8iIiIiIiIiIiIiIh8VCofkmbezs8Pe3p6r7NmGO9vgJo5jsizj4uLCVQ1tZxKlaUocx5RlSRRFrroIIEkSzs7OqKqKpmnctjRNGY1G7OzsPIVfKyIiIiIiIiIiIiJyva41HDLGfIcx5oeMMT9pjLlvjCmMMQtjzJeNMZ8zxnznE7rPDxtj7GN+futjXG/HGPMXjDH/2hgzM8ZcXC7/BWOMEoOnYLVasbe3R7fbJc9zjDFEUQRsWsqNRiO++tWv0jQN1lpXNdTpdDDGkOc5cRwD0LYtQRBwcXGBtZayLF3ruNFoRBRFfOITn8DzlJ2KiIiIiIiIiIiIyEdPcF0XNsb8LPBb3mFXBHzL5eePGmN+DPiT1tryup7l/TDG/EbgHwG3vmHXv3v5+ZPGmN9jrf3CjT/cx1RZliwWC4wxNE3j2sMZY/A8j/F4zOnpKRcXF8Cm7VzbtgyHQ6IooigK4jjGWktd13ieRxRFHB4eXpk1lGUZcRxz+/Ztsix7mj9ZREREREREREREROTaXFs4BNy+/H4L+PvAzwH3AB/4LPDnLo/5I5fP8X1P6L7f/h77v/rNdhhjbgP/G7AP1MB/B/zE5e7vAf4s8ALwE8aYX2+tffPDP668l+l0CoC1luPjYwBXBdTpdBiPx/ziL/4ibdu6SqAoilzAU1UV3W6XqqqIoogwDJlOp7RtS1l+PZMcjUbEcczdu3dv+BeKiIiIiIiIiIiIiNyc6wyHXgV+CPgH1trmG/b9y8uKoV8APg18rzHmr1trf+7D3tRa+8sf4vQfYRMMAXyftfbvP7Lv54wxXwB+/PKY/wb44x/iXvKYJpMJURTx+uuvUxQFSZK4lm+3bt3i8PDQVQ1tK4GGw6GbTRTHMVVVudZxnucxn8+p69pVDfV6PcIw5OWXXyYIrvN/CxERERERERERERGRp+vahqpYa7/HWvvj7xAMbfefsKke2vr91/Usj8MYsw/84cvVn/qGYAiAy20/dbn6/ZfnyDXzPI/BYEBd1/R6PZIkASBNUyaTCa+99hrWWlcJFMcx3W4Xay1N0xCGoZtBFIYh5+fnNE1DVVUAGGMYDod0u10ODg6e5k8VEREREREREREREbl21xYOPaafeWT5k0/rIS79R2xa3gH8j+9y3Ocuv/3Lc+QGnJycsFgsiKII39/8mW7fvs2DBw9YLBYAFEUBbCqNHg2KyrIkDENg05putVrRNA1t2wLQ7/cJgoCXXnrJVSSJiIiIiIiIiIiIiHxUPe1/CY8eWW6f2lNsfOcjyz/7Lsc9uu8/uKZnkUe0bcu9e/eubIuiiP39fb785S+7CqG6ronjmF6vh7UWay1BEFAUhQuVzs/PqeuaptkUtG2rkkajETs7O0/j54mIiIiIiIiIiIiI3KinHQ591yPLrz6JCxpjftoYc2qMKY0xR8aYnzHG/KAxZvQep/6ay++ZtfbhNzvIWvs2cPEN58g1Oj09ZT6fX9l2584d7t27x3K5BL5eNbS/v09ZllRVRRRF1HWN53l4nkfTNKzXa6y11HUNwHA4JEkSXnjhBVeRJCIiIiIiIiIiIiLyUfbUwiFjjAf84CObfvwJXfp3AGMgBHbZBFD/LfC6Meb3vMt5dy+/HzzGPe5/wzmPzRhz590+gIbefIO2ba8EN3Ecs7e3x2uvvQbgKoHiOGY4HF6pCsrznCRJ8DyP6XRKURRufxAE9Pt9xuMx4/H45n+YiIiIiIiIiIiIiMhTEDzFe/8Z4DddLn/eWvuFD3m9XwL+IfB/AW+xCYc+A/zHwHcDQ+AfGGN+t7X2J9/h/N7l9+Ix7rW8/O5+gOe8/96HyKOyLOP27dtMp1MuLi7Y39/n/v37LJdLrLWuaujWrVvkeU5d1wRBQNu2tG1LEASUZclqtcIY46qGRqORC4eC4Gn+ryAiIiIiIiIiIiIicnOeyr+IG2O+C/iLl6tHwJ/6kJf8y9baH36H7f8K+FFjzA8A/z3gA3/TGPMpa+36G45NLr/Lx7hfcfmdfpCHlfen1+vR6/VYrVZMp1OyLOPnf/7nAaiqirZtieOYnZ0dTk5OMMbgeR7r9Zo4jjHGMJvNKMuSMAwBXJVRt9tV1ZCIiIiIiIiIiIiIfKzceFs5Y8yvBT7PJpgqgD9orT38MNe01k7fY//fAP7m5eoLwO97h8Pyy+/oMW4ZX35/Y8D0OO6+x+c3foBrfixkWcYLL7zAw4cP3eygstxkebdv3ybPc6y1+L7vKorCMKSqKlarFb7vU1UVsKkaGg6H9Ho9ouhx/uQiIiIiIiIiIiIiIh8NNxoOGWNeBv4pMAIa4HuttT97Q7f/G48sf9c77J9ffj9Oq7jO5ffjtKC7wlr74N0+wMP3e82Pk6qq3Kyhsiyx1pIkCbu7uyyXS4wxGGOoqoowDAmCgOl0StM0GGMASJKEyWRCFEWqGhIRERERERERERGRj50bC4eMMS8A/4xN5Y4F/ri19vM3dX/gi48s336H/Q8uv+88xrXuXn5rftANe+2118jznLZtXdXQnTt33NyhbQCU5zlJktC2LUVRYIyhaRoAxuMxvV6PLMtIU3UGFBEREREREREREZGPlxsJh4wxE+CngVcuN/1pa+2P3sS9H32M99i/DY8GxpiDb3oRY24B/cvV/+9JPJg8nrqu+cpXvgLgwqA0Tdnd3WWxWLhgaBsCRVHExcUFdV3jeR7WWqIoYmdnB8/zVDUkIiIiIiIiIiIiIh9L1x4OGWMGwE8B33q56QettX/tuu/7Dr71keW33mH/zz+y/E5t595p3y98qCeS9+XVV1+lKAqapqGua2BTNVRVFdZarLXA16uGjDFuNlHbtgD0+33SNCWOYzqdzje9l4iIiIiIiIiIiIjIR9W1hkPGmAz4J8B3XG76EWvtX7rOe76LH3hk+Z3mHP1joL1c/k/e5Tp/7PK7vTxHbkBZlvzKr/wK8KurhlarlTuubVuqqiJNU+bz+ZWqId/3GQwGhGGoqiERERERERERERER+di6tnDIGBMBnwd+8+Wmv2Kt/fMf4Dp/zBhjLz8//A77v90Y86n3uMYPAH/icvXh5XNdYa19CPydy9XfaYz5/e9wnT8A/M7L1R+7PEduwKuvvkpZltR17drGvfjii7RtS9M0bltRFMRxTBiGLJdLqqpy1+j3+3Q6HYIgoNfrPZXfISIiIiIiIiIiIiLytAXXeO2/C3z35fI/B/6WMebb3uX40lr75Q9wn18P/E1jzP8J/CTwS8Apm9/27wB/GPgPL49tgB+w1i6/ybX+S+B3AbvA3zXG/AbgJy73fQ/w5y6Xj4H3HXTJB1MUBa+//jrWWlc11Ol02NnZIc9zFwxZa8nznPF4zHw+p2kajDG0bYvnefR6PdI0ZTQauflEIiIiIiIiIiIiIiIfN9cZDv2+R5Z/G/Bv3uP4N4CXPuC9fOB3XH6+mVPgT1hrv2krOGvtfWPM7wb+IXAA/BeXn0c9BH6vtfbBB3xWeZ9effVVqqqiqio3O+ju3bsAVFXl5g9VVUUQBKRpyunpKVVVYYzBWkun0yFJEqIoYjAYPLXfIiIiIiIiIiIiIiLytF1nOHRT/nc2LeM+C/w6YB/YAQxwBvxr4P8APmetvXivi1lr/5Ux5tuB/wz4vXw9sPoq8I+Av2ytPX3Cv0HexXg8ptvt8vDhpotfp9NhPB67SqGtPM/pdrssl0vatnUf2LSUS9OUwWCA7/tP5XeIiIiIiIiIiIiIiDwLri0cstY+kb5d1trPAZ97l/1HwP9w+XkirLUnwH91+ZGn7O7duwRBwJe+9CXefvttXnzxRYwx1HXtZgo1TUPbtvT7fe7fv++qiWATJoVh6FrKiYiIiIiIiIiIiIh8nH0UKofkI66qKubzObdu3WJ3dxff94njmOPjY3dMnud0Oh3W6zVt215pQdfv94njmOFwSBiGT+tniIiIiIiIiIiIiIg8E7yn/QAi7+Xs7AxrLQBBEGCMoWkayrIEwFpLWZaMRiN37DYYSpKEOI5VNSQiIiIiIiIiIiIicknhkDzzdnZ2GAwGbr3f73N4eOjWi6IgSRKqqqKua+q6dmHS9rzRaESapjf74CIiIiIiIiIiIiIizyCFQ/LMC4KAg4MDXnrpJbrdLm3bkue525/nOTs7O5ydnQG4eUNhGLrKoclk8lSeXURERERERERERETkWaNwSJ4bcRxz+/Zt3nrrLbetqip838cYQ57nWGtpmgbYVBgZY+j3+3S73af12CIiIiIiIiIiIiIizxSFQ/JcOT8/Zz6fu/U8z5lMJleqhtq2xfd9Op0OALdu3cIY81SeV0RERERERERERETkWaNwSJ4r9+7dc8tt29K2LUmSsFwugU0lkTGGXq+H53lkWcZoNHpajysiIiIiIiIiIiIi8sxROCTPjeVy6SqEYFM1NBqNOD09xVpL27bUdY3nefR6PQAODg7wff9pPbKIiIiIiIiIiIiIyDNH4ZA8N+7du4e1FgBrLWVZ0u/3ubi4AL5eNdTpdNwcolu3bj3NRxYREREREREREREReeYoHJLnwnq95uTkxK1vg6HpdIq1FmstdV0D0O/3AdjZ2SGO46fyvCIiIiIiIiIiIiIizyqFQ/JceOutt6iqyq0XRcFwOGQ6nQLQNA1t25KmKWEYAvDCCy88lWcVEREREREREREREXmWKRySZ956vebo6Mit13VNHMesViuapnHbAAaDAQBxHDMej2/+YUVERERERERE5P9v796jLKvqA49/f7eq69VvukP3UlBATRo1mVHARYvQEJFBgTUugkTM0qgwDOhiAj4G4mPAJEZjXsP4CokkPuJgINqjYIxiFETEKA5RY8AeeSjPYEt39auo6q76zR/nVNft8tatR9etOtf7/axV6+5z9j577+rV61en6nf2PpKkijM5pMobHBxkaGho//Hw8DCrV69m27ZtQLFqaHR0lN7e3v3byK1fv55azf/ekiRJkiRJkiRN5l/PVXk9PT2sXbuWnp4exsbG6OrqYnR0lJGREQAyk7GxMVasWEFE0NXVxbp16xZ51pIkSZIkSZIkVVP3Yk9Ams7AwACHHnoofX19bN26lb6+vgNWDe3bt4/u7m76+/uBYmu5gYGBxZyyJEmSJEmSJEmVZXJIldfX18f69etZu3Yte/bsYc+ePQdsMzc6OsqqVauo1WpEBOvWrXNLOUmSJEmSJEmSpuBf0NU2hoaG6OvrY3BwEICxsTHGxsaICJYtWwbA0qVLWbly5WJOU5IkSZIkSZKkSjM5pLaxbds2hoaG2L17NzCRHFq2bNn+lUIrV67cv72cJEmSJEmSJEn6eSaH1BaGh4cZGhpi69atZCaZCRQJouXLlwPQ39/P6tWriYjFnKokSZIkSZIkSZXmO4fUFrZt28bw8DA7d+4EYN++fUDxPqLu7uK/8bJly/YniiRJkiRJkiRJUmOuHFLljY6OsmPHDn72s58xOjq6/3z9qqHe3l4GBgbcUk6SJEmSJEmSpGm4ckiVNzg4yN69exkcHASKVUNdXV10d3fT29sLFKuGVqxYsZjTlCRJkiRJkiSpLbhySJU3MDDAyMgIe/fuBdj/zqGlS5cC7E8SuaWcJEmSJEmSJEnTMzmkyuvu7mZ4eJhVq1bR09NDRPzcqqGenh76+voWeaaSJEmSJEmSJFWfySFV3tatW9mzZw9dXV1EBF1dXfT391Or1ajVavT397ulnCRJkiRJkiRJM2RySJU3OjrKwMAAY2NjDA8PH7BqaOnSpdRqNbeUkyRJkiRJkiRphroXewLSdNatW0dvby/3338/Q0NDLFmyhFqtyGsuXbqU3t7e/ckiSZIkSZIkSZLUnMkhVV53dzeHHHIITzzxBLVaje3btwPQ399PV1eXq4YkSZIkSZIkSZoFt5VTW9ixYweZSXd3NxEBwLJlywBMDkmSJEmSJEmSNAsmh9QWtm3bBsDQ0BAAvb299PT00NfXR09Pz2JOTZIkSZIkSZKktmJySJW3a9cuRkZGyMz9ySFXDUmSJEmSJEmSNDcmh1R5e/fuJSJ48skn928t19fXB5gckiRJkiRJkiRptkwOqfJWr17NUUcdRU9PD7Vabf+qof7+fpYsWbLIs5MkSZIkSZIkqb10L/YEpJmo1Wp0d3ezbt26/edcNSRJkiRJkiRJ0uyZHFJb2LVrF5lJrTax2M3kkCRJkiRJkiRJs+e2cmoLO3fuPOB4YGCA7m5zm5IkSZIkSZIkzZbJIVXe6Ogou3fvPuCcq4YkSZIkSZIkSZobk0OqvPEt5cZFhMkhSZIkSZIkSZLmyOSQKq+np4fly5cTEUCxpVxXV9ciz0qSJEmSJEmSpPbkS1tUef39/fT39zM2NsauXbt815AkSZIkSZIkSQfBv7KrbdRqNVasWLHY05AkSZIkSZIkqa21NDkUEc8HTgdOBJ4LHArsBR4BvgFcm5m3zcM4K4CXAS8GjgGOAgaAQeAHwE3ARzJz+zT9PAA8fQZD/jgzjziIKUuSJEmSJEmSJC2KliWHIuJW4KQGVT3As8qv346ITwAXZObIHMd5KbAZ6G1QvRbYVH69JSLOy8yvzmUcSZIkSZIkSZKkXwStXDn01PLzEeAG4DbgJ0AXsBF4c9nm1eU8XjXHcdZQJIbGgJuBfwS+C2wHDgN+C/hNYB1wU0SckJn/Mk2fnwXe0aR+ToksSZIkSZIkSZKkxdbK5NA9wNuAT2fm6KS6b5Yrhm4Hfhk4LyI+PMct5vYC1wB/mJk/mVR3F3BjRNwO/C+Kreb+lGL7uWa2Z+a/zmEukiRJkiRJkiRJlVZrVceZeWZmXt8gMTRev5Vi9dC4c+Y4zt9l5kUNEkP1bd4P3FkenhwRa+YyliRJkiRJkiRJUrtrWXJohm6pKz9jgcaqAUe2eCxJkiRJkiRJkqRKWuzkUE9deazFY/Uu4FiSJEmSJEmSJEmVtNjJoU115XsWaKx9wI+maXtSRHwvInZHxJ6IuD8i/i4iXh4R0eJ5SpIkSZIkSZIktUz3Yg0cETXgirpT17dwrDOAXysPv5iZO6a5ZPK2c0eUX+cCt0fEb2bmw3Ocy2HTNFk/l34lSZIkSZIkSZJmYtGSQ8BlwAvK8ubMvLMVg0TEIcAHy8NR4J1Nmo8AnwO+BPwrMAisAjYCFwOHAycAN0fExswcnMOUHpzDNZIkSZIkSZIkSfNiUZJDEbEJeG95+DhF4qUV43QBnwSeXp76g8y8q8klL8jM7Q3O3xIRHwD+HjgNOBq4EnjTfM5XkiRJkiRJkiSp1RY8ORQRzwE2l2MPA+dm5r+3aLgPAaeX5c8Dv9+s8RSJofG6nRFxLnAvsAa4MCKuyMyRWc7p8Gnq1wPfnmWfkiRJkiRJkiRJM7KgyaGIOJJiy7bVFFu8nZeZt7ZorPcAF5aHXwdekZmjB9NnZg5GxKeANwJLgWOBb8yyj4ea1UfE3CcoSZIkSZIkSZI0jdpCDRQRTwG+DDwFSOD1mbm5RWNdDlxRHv5f4MzMHJqn7v+trvzUeepTkiRJkiRJkiRpQSxIcigi1gI3A0eVpy7JzI+3aKw3MPE+o7uB/5SZg/M5xDz2JUmSJEmSJEmStKBavq1cRKwEvgg8uzx1RWZ+sEVjvRr4QHl4H3BqZm6d52GeXVd+ZJ77BugaLzz66KMt6F6SJEmSJEmSJLWLSbmCrqnazUZk5nz007jziAGKdwydUJ56d2a+o0VjnQ1cT/EP8xBwYmY+MM9jrATuBdYAe4BDMnN4nsc4Fvj2fPYpSZIkSZIkSZJ+IRyXmXcebCct21YuInqAzUwkhq6eS2IoIl4bEVl+XTVFm9OA6ygSQ49TrBh6YJbjnB4R/U3ql1Mkn9aUp66d78SQJEmSJEmSJElSq7VyW7nrgNPK8leAayPiuU3aj2TmltkOEhHHUySheoC9wGXAkmnGeigzt086dwXwyYj4DPB1ihVCu4BVwEbgYuDwsu0PgatmO9cZ+j5wXFn+KTDaonHazXomVlQdBzy2iHORpFYz5knqFMY7SZ3EmCepkxjzpPnVBfxSWf7+fHTYyuTQ2XXlXwe+N037HwNHzGGc04GBsrwE+OQMrnkd8NEG5w8BLii/pvI14FWZ+cQs5jhj5Wqkg14S9osmIuoPH8vMhxZrLpLUasY8SZ3CeCepkxjzJHUSY57UEj+ez85amRxqN28BXkyxSuhXgLUUq4b2AI8A/0yxGupL2coXNUmSJEmSJEmSJLVQy5JDmRnTt5pRPx+l8Sqf8fqrmIct3soXOLliR5IkSZIkSZIk/UKrLfYEJEmSJEmSJEmStHBMDkmSJEmSJEmSJHUQk0OSJEmSJEmSJEkdxOSQJEmSJEmSCev5QwAADXFJREFUJElSBzE5JEmSJEmSJEmS1EEiMxd7DpIkSZIkSZIkSVogrhySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHVHkR8bSI+JOIuDsidkfEExHxrYh4S0QMLPb8JKmZiHh+RLwtIr4QEQ9GxHBE7IqILRHx0Yg4cZb9nR4Rn4mIh8q+HiqPT2/V9yBJBysi3hcRWfd18gyuMd5JagsRsTYi/ntE3B4Rj5Ux65GI+OeI+OOI2DiDPjZGxCci4oGIeDIiHo2If4yIVy7E9yBJMxERPRFxfhmfHq37/faHEfHXEXH8DPvxPk+qgMjMxZ6DNKWIOAP4JLByiiY/BF6Wmfct3KwkaWYi4lbgpBk0/QRwQWaONOkrgL8ALmzSz18CF6U/3CVVSET8B+BOoLvu9CmZecsU7Y13ktpGRLwC+DCwpkmzz2bmy5v08T+AK5n6Ad4bgXMz88k5T1SSDlJEHA58HvjVaZr+OfDmRvdp3udJ1eLKIVVW+YeE6ykSQ7uAtwMvBF4M/FXZ7FeAz0fEskWZpCQ199Ty8xHgauAc4AXARuBNwMNl/auBj07T1x8wcQN9F3Be2dd55TFl/e/Pw7wlaV5ERI3ivq0beHyGlxnvJLWFiHgN8CmKxNDjwLuAlwDHAGcA/w24GdjbpI8LyutqwL3A+RQx7+XAV8tmZwEfack3IUkzEBHdHJgY+h7wWorfbU8Dfg/YXdZdBrxliq68z5MqxJVDqqyI+CpwMrAPOCkz75hU/1bgfeXhlZn5ews7Q0lqLiJuAj4OfDozRxvUrwVuB365PHVSZt7WoN0zgbsp/rh6Z9luqK5+ALgVOJYiZm7IzHvn+duRpFmLiEspnh69B9gM/G5Z1XDlkPFOUruIiKMp/pDZC9wGnJWZg1O07Wm0QjwiVgH3A6uAnwDHZObWuvouith5VnlqU2Z+bV6/EUmagYj4DeDvy8M7gBMn/44bEceUdUuAbcChmbmvrt77PKliXDmkSoqI4ygSQwDXTk4Mlf6U4ocKwKURsWQh5iZJM5WZZ2bm9Y0SQ2X9VuDNdafOmaKry5jYjumS+hvosp89wCXlYTdw6dxnLUnzo9x6ZPypz4uBKbfOrGO8k9Qu3k+RGNoKnD1VYgigydbB/4UiMQRweX1iqLxuFHgDMH4v+daDmrEkzd0JdeX3NPodNzO/A9xUHq4GNkxq4n2eVDEmh1RV9fsx/02jBpk5RvFEPhQ/dE5u8ZwkqRVuqSs/Y3JluSfzfy4P78nMbzbqpDz/w/Lw5eV1krSYPgQsAz421fuF6hnvJLWLiNhAsd05wAcmJ3VmYfz33h3AZxo1yMyHgC+Xhy9xS3VJi6Snrtzsvd/1K316xwve50nVZHJIVXVi+bkb+E6TdrfWlV/UuulIUsvU32SPNag/kol3F93aoL7eeP1hwBEHNy1JmruIOBc4E3iCmT/pbryT1C5eUVe+YbwQEasj4lkRsWa6DiKih+I9GwB3NFldBBMxrxc4braTlaR5sKWufFSTduMPPCbw/+rOe58nVZDJIVXV0eXnj+r3J23gngbXSFI72VRXvqdB/dHT1DNFvTFR0qIo36FxdXl4eWb+dIaXGu8ktYvjy89B4O6I+K2I+C5FQnwLsDUi7ouIK5us9HkWE9srGfMkVd11FKscAS4v34l2gIh4HnBGefipzNxRV+19nlRBJodUORHRB6wtDx9q1jYzt1GsLgI4vJXzkqT5FhE14Iq6U9c3aFYf25rGRODBKa6TpIX0PmA98A3g2llcZ7yT1C6eXX4+QPHuob8Ffm1SmyOBq4A7IuIpDfow5klqG+XDPq8FhijeP/TtiHhNRBwfEadGxJUUK356gH8B3jSpC2OeVEEmh1RFy+vKu2bQfjw55N7LktrNZUxsJ7I5M+9s0GY2MXF3XdmYKGnBRcSLgAuAfcBFmZmzuNx4J6ldHFJ+bgDeCGwHLgIOBfootn77QtnmucAN5UNB9Yx5ktpKZm4GjqV4+Oc/Ah8D7gBupkiG76FICr0oMx+bdLkxT6ogk0Oqor66crN9l8cNl5/9LZiLJLVERGwC3lsePg5cPEXT2cTE4bqyMVHSgirfn/GXQAB/npnfn2UXxjtJ7WJp+dkLjAIvzcxrMvOnmTlcPvBzJhMJohcCZ0/qw5gnqa1ExBLgVcBZFPd7k60DzgNOblBnzJMqyOSQqujJunLPlK0m9JafQy2YiyTNu4h4DrCZYp/5YeDczPz3KZrPJib21pWNiZIW2tso9oX/CfCuOVxvvJPULurj1Q2Z+c3JDTJzDHhr3anzmvRhzJNUaRGxFPgy8HZgDcU2wkdTxKeVwGnA1ylWTt4YEb8zqQtjnlRBJodURTvryjNZPjr+1NZMtqCTpEUVEUcCXwJWUzxpel5m3trkktnExKV1ZWOipAUTERuA3y0PL8nM3c3aT8F4J6ld1MerL0zVKDN/ADxcHh7XpA9jnqSqexdwUlk+PzMvz8x7MnMkM3dk5s3AKcBXKVYV/VlE1L+LzZgnVVD3Yk9Amiwzn4yIrcBa4LBmbSNiNRM/NB5s1laSFlv5MuIvA08BEnh9uW9zM/Uv62waEznwZZ3GREkL6TKKp0DvAwYi4pUN2jy3rvzrEbG+LN9YJpOMd5LaxYPAeAybyYvVn0rxPqJ6xjxJbSEiAnhdebglMz/WqF1m7ouId1KsIKqV11xWVhvzpAoyOaSquhs4EXhmRHRn5r4p2m2YdI0kVVJErKV4UedR5alLMvPjM7j03+rKG6Zs9fP1xkRJC2l8+4+jgOtm0P6ddeUjKV48bLyT1C5+wMRKoK5p2o7XT/6ddgvFKvIujHmSqm0dcEhZvmuatt+pK9fHLu/zpApyWzlV1dfLz6XAMU3abaor39666UjS3EXESuCLwLPLU1dk5gdnePn9wCNleVOzhkws838YeGA2c5SkCjDeSWoXX6srP2OatuMPBj1cfzIzR4BvlYcbI6LZOzjGY+IwcOdMJylJ86Q+uT3dQoMlU1znfZ5UQSaHVFX/p678ukYNIqIGvKY83E6xr6kkVUpEDACfB55fnnp3Zv7RTK/PzAQ+Wx5uiIjjpxjneCaesPpseZ0kLYjMfG1mRrMvir3qx51SV/dA2YfxTlK7+BywtyyfPVWjiNhE8eJ2gNsaNBn/vXfFVP1ExGHAqeXhP2XmzkbtJKmFngB2lOWNEdEsQVSf+Ll/vOB9nlRNJodUSZn5LSZuns+PiI0Nmr0ZOLosX52Zexu0kaRFUz4Buhk4oTx1dWa+Yw5d/U8mnrp6f0T0TxqnH3h/ebivbC9J7ch4J6nyMvNnwEfKw5c0es9aRCznwBh1TYOuPgIMluX3RsSa+sqI6AI+xMTWdH9yMPOWpLnIzDGKBx6heH/u2xu1K98LXv8g5E2TmnifJ1VMmIBVVUXE8yi2iusHdgF/SLE6qB94JXBh2XQLcKxPUEmqmoj4NBNPgX4FuBRo9oN3JDO3TNHXe4ArysO7KG6676XYyuRy4Hll3Xsy820HOXVJmncRcRVwZXl4SmbeMkU7452kyouIX6LY4u1pFH/E/AvgMxRP1/8qRbwaf/r9w5n5hin6+a/ltVDEuncD36f4A+ylwCll3XWZ+ar5/04kaXoRsYHifUID5akbgY8B9wF9wPEUMetpZf0/ZeapDfrxPk+qEJNDqrSIOAv4W4pl9o1sAc7IzB8t3KwkaWYiYrY/ZH+cmUdM0VcN+Cvg9U2uvxa4sHyyS5IqZRbJIeOdpLYQEUdTbDH3zCbN/hq4qNlOFxHxLuCdQEzR5B+A38jMJ+c6V0k6WBFxKnAdsHaapl8BzsnMbQ368D5PqhCTQ6q8iHg68DvAGcBhwAjwI+AG4AOZuWcRpydJU5rP5FBdny+jWDl5HMVN+Vbg28A1mfmFucxTkhbCTJNDde2Nd5IqLyKWAhcD5wDPApYBj1PsgnFNZs7o3bgR8ULgjcCJwDqK9+p+F/ibzLyuBVOXpFkrt788H3gp8BxgFcXqycco7tP+N/C56d4V5H2eVA0mhyRJkiRJkiRJkjpIbbEnIEmSJEmSJEmSpIVjckiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA5ickiSJEmSJEmSJKmDmBySJEmSJEmSJEnqICaHJEmSJEmSJEmSOojJIUmSJEmSJEmSpA7y/wHKx4RWCq+WNAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1000x300 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 292,
       "width": 835
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 3), dpi=100)\n",
    "for err in errs:\n",
    "    plt.plot(err, c=\"tab:gray\", alpha=0.3)\n",
    "plt.title(r\"Loss for fixed $\\alpha$ and varying $\\beta$\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
